About Antonio Pinheiro

Antonio Pinheiro received the B.E. degree in electrical engineering from the I.S.T. University of Lisbon, Portugal, in 1988, and the Ph.D. degree in Electronic Systems Engineering from University of Essex in 2002. Since 1988 he is a lecture at University da Beira Interior (UBI), Portugal. His current research interests are on image processing and computer vision domains, including Multimedia Quality, Multimedia Privacy, and also on Image Classification and Medical Image Analysis. He is the Communication chair and a Portuguese committee member of ISO/IEC JTC 1/SC 29/WG 1 (JPEG). He has been Portuguese representative of the European COST Actions 292 and IC1003 -€“ Qualinet, and currently he is Portuguese representative of IC1206, DE-ID - De-identification for privacy protection in multimedia content and BM1304, MYO-MRI - Applications of MR imaging and spectroscopy techniques in neuromuscular disease.

JPEG Column: 104th JPEG Meeting in Sapporo, Japan

JPEG XE issues Call for Proposals on event-based vision representation

The 104th JPEG meeting was held in Sapporo, Japan from July 15 to 19, 2024. During this JPEG meeting, a Call for Proposals on event-based vision representation was launched for the creation of the first standardised representation of this type of data. This CfP addresses lossless coding, and aims to provide the first standard representation for event-based data that ensures interoperability between systems and devices.

Furthermore, the JPEG Committee pursued its work in various standardisation activities, particularly the development of new learning-based technology codecs and JPEG Trust.

The following summarises the main highlights of the 104th JPEG meeting.

Event based vision reconstruction (from IEEE Spectrum, Feb. 2020).
  • JPEG XE
  • JPEG Trust
  • JPEG AI
  • JPEG Pleno Learning-based Point Cloud coding
  • JPEG Pleno Light Field
  • JPEG AIC
  • JPEG Systems
  • JPEG DNA
  • JPEG XS
  • JPEG XL

JPEG XE

The JPEG Committee continued its activity on JPEG XE and event-based vision. This activity revolves around a new and emerging image modality created by event-based visual sensors. JPEG XE is about the creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision and other relevant applications. The JPEG Committee completed the Common Test Conditions (CTC) v2.0 document that provides the means to perform an evaluation of candidate technologies for efficient coding of events. The Common Test Conditions document also defines a canonical raw event format, a reference dataset, a set of key performance metrics and an evaluation methodology.

The JPEG Committee furthermore issued a Final Call for Proposals (CfP) on lossless coding for event-based data. This call marks an important milestone in the standardization process and the JPEG Committee is eager to receive proposals. The deadline for submission of proposals is set to March 31st of 2025. Standardization will start with lossless coding of events as this has the most imminent application urgency in industry. However, the JPEG Committee acknowledges that lossy coding of events is also a valuable feature, which will be addressed at a later stage.

Accompanying these two new public documents, a revised Use Cases and Requirements v2.0 document was also released to provide a formal definition for lossless coding of events that is used in the CTC and the CfP.

All documents are publicly available on jpeg.org. The Ad-hoc Group on event-based vision was re-established to continue work towards the 105th JPEG meeting. To stay informed about this activity please join the event-based vision Ad-hoc Group mailing list.

JPEG Trust

JPEG Trust provides a comprehensive framework for individuals, organizations, and governing institutions interested in establishing an environment of trust for the media that they use, and supports trust in the media they share. At the 104th meeting, the JPEG Committee produced an updated version of the Use Cases and Requirements for JPEG Trust (v3.0). This document integrates additional use cases and requirements related to authorship, ownership, and rights declaration. The JPEG Committee also requested a new Part to JPEG Trust, entitled “Media asset watermarking”. This new Part will define the use of watermarking as one of the available components of the JPEG Trust framework to support usage scenarios for content authenticity, provenance, integrity, labeling, and binding between JPEG Trust metadata and corresponding media assets. This work will focus on various types of watermarking, including explicit or visible watermarking, invisible watermarking, and implicit watermarking of the media assets with relevant metadata.

JPEG AI

At the 104th meeting, the JPEG Committee reviewed recent integration efforts, following the adoption of the changes in the past meeting and the creation of a new version of the JPEG AI verification model. This version reflects the JPEG AI DIS text and was thoroughly evaluated for performance and functionalities, including bitrate matching, 4:2:0 coding, region adaptive quantization maps, and other key features. JPEG AI supports a multi-branch coding architecture with two encoders and three decoders, allowing for six compatible combinations that have been jointly trained. The compression efficiency improvements range from 12% to 27% over the VVC Intra coding anchor, with decoding complexities between 8 to 215 kMAC/px.

The meeting also focused on Part 2: Profiles and Levels, which is moving to Committee Draft consultation. Two main concepts have been established: 1) the stream profile, defining a specific subset of the code stream syntax along with permissible parameter values, and 2) the decoder profile, specifying a subset of the full JPEG AI decoder toolset required to obtain the decoded image. Additionally, Part 3: Reference Software and Part 5: File Format will also proceed to Committee Draft consultation. Part 4 is significant as it sets the conformance points for JPEG AI compliance, and some preliminary experiments have been conducted in this area.

JPEG Pleno Learning-based Point Cloud coding

Learning-based solutions are the state of the art for several computer vision tasks, such as those requiring high-level understanding of image semantics, e.g., image classification, face recognition and object segmentation, but also 3D processing tasks, e.g. visual enhancement and super-resolution. Learning-based point cloud coding solutions have demonstrated the ability to achieve competitive compression efficiency compared to available conventional point cloud coding solutions at equivalent subjective quality. At the 104th meeting, the JPEG Committee instigated balloting for the Draft International Standard (DIS) of ISO/IEC 21794 Information technology — Plenoptic image coding system (JPEG Pleno) — Part 6: Learning-based point cloud coding. This activity is on track for the publication of an International Standard in January 2025. The 104th meeting also began an exploration into advanced point cloud coding functionality, in particular the potential for progressive decoding of point clouds.

JPEG Pleno Light Field

The JPEG Pleno Light Field effort has an ongoing standardization activity concerning a novel light field coding architecture that delivers a single coding mode to efficiently code light fields spanning from narrow to wide baselines. This novel coding mode is depth information agnostic resulting in significant improvement in compression efficiency. The first version of the Working Draft of the JPEG Pleno Part 2: Light Field Coding second edition (ISO/IEC 21794-2 2ED), including this novel coding mode, was issued during the 104th JPEG meeting in Sapporo, Japan.

The JPEG PLeno Model (JPLM) provides reference implementations for the standardized technologies within the JPEG Pleno framework, including the JPEG Pleno Part 2 (ISO/IEC 21794-2). Improvements to the JPLM have been implemented and tested, including the design of a more user-friendly platform.

The JPEG Pleno Light Field effort is also preparing standardization activities in the domains of objective and subjective quality assessment for light fields, aiming to address other plenoptic modalities in the future. During the 104th JPEG meeting in Sapporo, Japan, the collaborative subjective experiments aiming at exploring various aspects of subjective light field quality assessments were presented and discussed. The outcomes of these experiments will guide the decisions during the subjective quality assessment standardization process, which has issued its third Working Draft. A new version of a specialized tool for subjective quality evaluation, that supports these experiments, has also been released.

JPEG AIC

At its 104th meeting, the JPEG Committee reviewed results from previous Core Experiments that collected subjective data for fine-grained quality assessments of compressed images ranging from high to near-lossless visual quality. These crowdsourcing experiments used triplet comparisons with and without boosted distortions, as well as double stimulus ratings on a visual analog scale. Analysis revealed that boosting increased the precision of reconstructed scale values by nearly a factor of two. Consequently, the JPEG Committee has decided to use triplet comparisons in the upcoming AIC-3.

The JPEG Committee also discussed JPEG AIC Part 4, which focuses on objective image quality assessments for compressed images in the high to near-lossless quality range. This includes developing methods to evaluate the performance of such objective image quality metrics. A draft call for contributions is planned for January 2025.

JPEG Systems

At the 104th meeting Part 10 of JPEG Systems (ISO/IEC 19566-10), the JPEG Systems Reference Software, reached the IS stage. This first version of the reference software provides a reference implementation and reference dataset for the JPEG Universal Metadata Box Format (JUMBF, ISO/IEC 19566-5). Meanwhile, work is in progress to extend the reference software implementations of additional Parts, including JPEG Privacy and Security and JPEG 360.

JPEG DNA

JPEG DNA is an initiative aimed at developing a standard capable of representing bi-level, continuous-tone grey-scale, continuous-tone colour, or multichannel digital samples in a format using nucleotide sequences to support DNA storage. A Call for Proposals was published at the 99th JPEG meeting. Based on the performance assessments and descriptive analyses of the submitted solutions, the JPEG DNA Verification Model was created during the 102nd JPEG meeting. Several core experiments were conducted to validate this Verification Model, leading to the creation of the first Working Draft of JPEG DNA during the 103rd JPEG meeting.

The next phase of this work involves newly defined core experiments to enhance the rate-distortion performance of the Verification Model and its robustness to insertion, deletion, and substitution errors. Additionally, core experiments to test robustness against substitution and indel noise are conducted. A core experiment was also performed to integrate JPEG AI into the JPEG DNA VM, and quality comparisons have been carried out. A study on visual quality assessment of JPEG AI as an alternative to JPEG XL in the VM will be carried out.

In parallel, efforts are underway to improve the noise simulator developed at the 102nd JPEG meeting, enabling a more realistic assessment of the Verification Model’s resilience to noise. There is also ongoing exploration of the performance of different clustering and consensus algorithms to further enhance the VM’s capabilities.

JPEG XS

The core parts of JPEG XS 3rd edition were prepared for immediate publication as International Standards. This means that Part 1 of the standard – Core coding tools, Part 2 – Profiles and buffer models, and Part 3 – Transport and container formats, will be available before the end of 2024. Part 4 – Conformance testing is currently still under DIS ballot and it will be finalized in October 2024. At the 104th meeting, the JPEG Committee continued the work on Part 5 – Reference software. This part is currently at Committee Draft stage and the DIS is planned for October 2024. The reference software has a feature-complete decoder that is fully compliant with the 3rd edition. Work on the encoder is ongoing.

Finally, additional experimental results were presented on how JPEG XS can be used over 5G mobile networks for wireless transmission of low-latency and high quality 6K/8K 360 degree views with mobile devices and VR headsets. This work will be continued.

JPEG XL

Objective metrics results for HDR images were investigated (using among others the ColorVideoVDP metric), indicating very promising compression performance of JPEG XL compared to other codecs like AVIF and JPEG 2000. Both the libjxl reference software encoder and a simulated candidate hardware encoder were tested. Subjective experiments for HDR images are planned.

The second editions of JPEG XL Part 1 (Core coding system) and Part 2 (File format) are now ready for publication. The second edition of JPEG XL Part 3 (Conformance testing) has moved to the FDIS stage.

Final Quote

“The JPEG Committee has reached a new milestone by releasing a new Call for Proposals to code events. This call is aimed at creating the first International Standard to efficiently represent events, enabling interoperability between devices and systems that rely on event sensing.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

JPEG Column: 103rd JPEG Meeting

JPEG AI reaches Draft International Standard stage

The 103rd JPEG meeting was held online from April 8 to 12, 2024. During the 103rd JPEG meeting, the first learning-based standard, JPEG AI, reached the Draft International Standard (DIS) and was sent for balloting after a very successful development stage that led to performance improvements above 25% against its best-performing anchor, VVC. This high performance, combined with implementation in current mobile phones or the possibilities given by the latent representation to be used in image processing applications, leads to new opportunities and will certainly launch a new era of compression technology.

The following are the main highlights of the 103rd JPEG meeting:

  • JPEG AI reaches Draft International Standard;
  • JPEG Trust integrates JPEG NFT;
  • JPEG Pleno Learning based Point Cloud coding releases a Draft International Standard;
  • JPEG Pleno Light Field works in a new compression model;
  • JPEG AIC analyses different subjective evaluation models for near visually lossless quality evaluation;
  • JPEG XE prepares a call for proposal on event-based coding;
  • JPEG DNA proceeds with the development of a standard for image compression using nucleotide sequences for supporting DNA storage;
  • JPEG XS 3rd edition;
  • JPEG XL analyses HDR coding.

The following sections summarise the main highlights of the 103rd JPEG meeting.

JPEG AI reaches Draft International Standard

At its 103rd meeting the JPEG Committee produced the Draft International Standard (DIS) of the JPEG AI Part 1 Core Coding Engine which is expected to be published as an International Standard in October 2024. JPEG AI offers a coding solution for standard reconstruction with significant improvements in compression efficiency over previous image coding standards at equivalent subjective quality. The JPEG AI coding design allows for hardware/software implementation encoding and decoding, in terms of memory and computational complexity, efficient coding of images with text and graphics, support for 8- and 10-bit depth, region of interest coding, and progressive coding. To cover multiple encoder and decoder complexity-efficiency tradeoffs, JPEG AI supports a multi-branch coding architecture with two encoders and three decoders (6 possible compatible combinations) that have been jointly trained. Compression efficiency (BD-rate) gains of 12.5% to 27.9% over the VVC Intra coding anchor, for relevant encoder and decoder configurations, can be achieved with a wide range of complexity tradeoffs (7 to 216 kMAC/px at the decoder side).

The work regarding JPEG AI profiles and levels (part 2), reference software (part 3) and conformance (part 4) has started and a request for sub-division has been issued in this meeting to establish a new part on the file format (part 5). At this meeting, most of the work focused on the JPEG AI high-level syntax and improvement of several normative and non-normative tools, such as hyper-decoder activations, training dataset, progressive decoding, training methodology and enhancement filters. There are now two smartphone implementations of JPEG AI available. In this meeting, a JPEG AI demo was shown running on a Huawei Mate50 Pro with a Qualcomm Snapdragon 8+ Gen1 with high resolution (4K) image decoding, tiling, full base operating point support and arbitrary image resolution decoding.

JPEG Trust

At the 103rd meeting, the JPEG Committee produced an updated version of the Use Cases and Requirements for JPEG Trust (v2.0). This document integrates the use cases and requirements of the JPEG NFT exploration with the use cases and requirements of JPEG Trust. In addition, a new document with Terms and Definitions for JPEG Trust (v1.0) was published which incorporates all terms and concepts as they are used in the context of the JPEG Trust activities. Finally, an updated version of the JPEG Trust White Paper v1.1 has been released. These documents are publicly available on the JPEG Trust/Documentation page.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Committee continued its activity on Learning-based Point Cloud Coding under the JPEG Pleno family of standards. During the 103rd JPEG meeting, comments on the Committee Draft of IS0/IEC 21794 Part 6: “Learning-based point cloud coding” were received and the activity is on track for the release of a Draft International Standard for balloting at the 104th JPEG meeting in Sapporo, Japan in July 2024. A new version of the Verification Model (Version 4.1) was released during the 103rd JPEG meeting containing an updated entropy coding module. In addition, version 2.1 of the Common Training and Test Conditions was released as a public document.

JPEG Pleno Light Field

The JPEG Pleno Light Field activity progressed at this meeting with a number of technical submissions for improvements to the JPEG PLeno Model (JPLM). The JPLM provides reference implementations for the standardized technologies within the JPEG Pleno framework. The JPEG Pleno Light Field activity has an ongoing standardization activity concerning a novel light field coding architecture that delivers a single coding mode to efficiently code all types of light fields. This novel coding mode does not need any depth information resulting in significant improvement in compression efficiency.

The JPEG Pleno Light Field is also preparing standardization activities in the domains of objective and subjective quality assessment for light fields, aiming to address other plenoptic modalities in the future. During the meeting, important decisions were made regarding the execution of multiple collaborative subjective experiments aiming at exploring various aspects of subjective light field quality assessments. Additionally, a specialized tool for subjective quality evaluation has been developed to support these experiments. The outcomes of these experiments will guide the decisions during the subjective quality assessment standardization process. They will also be utilized in evaluating proposals for the upcoming objective quality assessment standardization activities.

JPEG AIC

During the 103rd JPEG meeting, the work on visual image quality assessment continued with a focus on JPEG AIC-3, targeting a standard for a subjective quality assessment methodology for images in the range from high to nearly visually lossless quality. The activity is currently investigating three kinds of subjective image quality assessment methodologies, notably the Boosted Triplet Comparison (BTC), the In-place Double Stimulus Quality Scale (IDSQS), and the In-place Plain Triplet Comparison (IPTC), as well as a unified framework capable of merging the results of two among them.

The JPEG Committee has also worked on the preparation of the Part 4 of the standard (JPEG AIC-4) by initiating work on the Draft Call for Proposals on Objective Image Quality Assessment. The Final Call for Proposals on Objective Image Quality Assessment is planned to be released in January 2025, while the submission of the proposals is planned for April 2025.

JPEG XE

The JPEG Committee continued its activity on JPEG XE and event-based vision. This activity revolves around a new and emerging image modality created by event-based visual sensors. JPEG XE is about the creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision and other relevant applications. The JPEG Committee finished the Common Test Conditions v1.0 document that provides the means to perform an evaluation of candidate technologies for efficient coding of event sequences. The Common Test Conditions define a canonical raw event format, a reference dataset, a set of key performance metrics and an evaluation methodology. In addition, the JPEG Committee also finalized the Draft Call for Proposals on lossless coding for event-based data. This call will be finalized at the next JPEG meeting in July 2024. Both the Common Test Conditions v1.0 and the Draft Call for Proposals are publicly available on jpeg.org. Standardization will start with lossless coding of event sequences as this has the most imminent application urgency in industry. However, the JPEG Committee acknowledges that lossy coding of event sequences is also a valuable feature, which will be addressed at a later stage. The Ad-hoc Group on Event-based Vision was reestablished to continue the work towards the 104th JPEG meeting. To stay informed about the activities please join the event-based imaging Ad-hoc Group mailing list.

JPEG DNA

JPEG DNA is an exploration aiming at developing a standard that provides technical solutions that are capable of representing bi-level, continuous-tone grey-scale, continuous-tone colour, or multichannel digital samples in a format representing nucleotide sequences for supporting DNA storage. A Call for Proposals was published at the 99th JPEG meeting and based on performance assessment and a descriptive analysis of the solutions that had been submitted, the JPEG DNA Verification Model was created during the 102nd JPEG meeting. A number of core experiments were conducted to validate the Verification Model, and notably, the first Working Draft of JPEG DNA was produced during the 103rd JPEG meeting. Work towards the creation of the specification will start with newly defined core experiments to improve the rate-distortion performance of Verification Model and the robustness to insertion, deletion, and substitution errors. In parallel, efforts are underway to improve the noise simulator produced at the 102nd JPEG meeting to allow the assessment of the resilience to noise in the Verification Model in more realistic conditions and to explore learning-based coding solutions.

JPEG XS

The JPEG Committee is happy to announce that the core parts of JPEG XS 3rd edition are ready for publication as International Standards. The Final Draft International Standard for Part 1 of the standard – Core coding tools – is ready, and Part 2 – Profiles and buffer models – and Part 3 – Transport and container formats – are both being prepared by ISO for immediate publication. At this meeting, the JPEG Committee continued the work on Part 4 – Conformance testing, to provide the necessary test streams and test protocols to implementers of the 3rd edition. Consultation of the Committee Draft for Part 4 took place and a DIS version was issued. The development of the reference software, contained in Part 5, continued and the reference decoder is now feature-complete and fully compliant with the 3rd edition. A Committee Draft for Part 5 was issued at this meeting. Development of a fully compliant reference encoder is scheduled to be completed by July.

Finally, new experimental results were presented on how to use JPEG XS over 5G mobile networks for the wireless transmission of low-latency and high quality 4K/8K 360 degree views with mobile devices and VR headsets. More experiments will be conducted, but first results show that JPEG XS is capable of providing immersive and excellent quality of experience in VR use cases, mainly thanks to its native low-latency and low-complexity properties.

JPEG XL

The performance of JPEG XL on HDR images was investigated and the experiments will continue. Work on a hardware implementation continues, and further improvements are made to the libjxl reference software. The second editions of Parts 1 and 2 are in the final stages of the ISO process and will be published soon.

Final Quote

“The JPEG AI Draft International Standard is a yet another important milestone in an age where AI is rapidly replacing previous technologies. With this achievement, the JPEG Committee has demonstrated its ability to reinvent itself and adapt to new technological paradigms, offering standardized solutions based on latest state-of-the-art technologies.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

JPEG Column: 102nd JPEG Meeting in San Francisco, U.S.A.

JPEG Trust reaches Draft International Standard stage

The 102nd JPEG meeting was held in San Francisco, California, USA, from 22 to 26 January 2024. At this meeting, JPEG Trust became a Draft International Standard. Moreover, the responses to the Call for Proposals of JPEG NFT were received and analysed. As a consequence, relevant steps were taken towards the definition of standardized tools for certification of the provenance and authenticity of media content in a time where tools for effective media manipulation should be made available to the general public. The 102nd JPEG meeting was finalised with the JPEG Emerging Technologies Workshop, at Tencent, Palo Alto on 27 January.

JPEG Emerging Technologies Workshop, organised on 27 January at Tencent, Palo Alto

The following sections summarize the main highlights of the 102nd JPEG meeting:

  • JPEG Trust reaches Draft International Standard stage;
  • JPEG AI improves the Verification Model;
  • JPEG Pleno Learning-based Point Cloud coding releases the Committee Draft;
  • JPEG Pleno Light Field continues development of Quality assessment tools;
  • AIC starts working on Objective Quality Assessment models for Near Visually Lossless coding;
  • JPEG XE prepares Common Test Conditions;
  • JPEG DNA evaluates its Verification Model;
  • JPEG XS 3rd edition parts are ready for publication as International standards;
  • JPEG XL investigate HDR compression performance.

JPEG Trust

At its 102nd meeting the JPEG Committee produced the DIS (Draft International Standard) of JPEG Trust Part 1 “Core Foundation” (21617-1). It is expected that the standard will be published as an International Standard during the Summer of 2024. This rapid standardization schedule has been necessary because of the speed at which fake media and misinformation are proliferating especially with respect to Generative AI.

The JPEG Trust Core Foundation specifies a comprehensive framework for individuals, organizations, and governing institutions interested in establishing an environment of trust for the media that they use, and for supporting trust in the media they share online. This framework addresses aspects of provenance, authenticity, integrity, copyright, and identification of assets and stakeholders. To complement Part 1, a proposed new Part 2 “Trust Profiles Catalogue” has been established. This new Part will specify a catalogue of Trust Profiles, targeting common usage scenarios.

During the meeting, the committee also evaluated responses received to the JPEG NFT Final Call for Proposals (CfP). Certain portions of the submissions will be incorporated in the JPEG Trust suite of standards to improve interoperability with respect to media tokenization. As a first step, the committee will focus on standardization of declarations of authorship and ownership.

Finally, the Use Cases and Requirements document for JPEG Trust was updated to incorporate additional requirements in respect of composited media. This document is publicly available on the JPEG website.

white paper describing the JPEG Trust framework is also available publicly on the JPEG website.

JPEG AI

At the 102nd JPEG meeting, the JPEG AI Verification Model was improved by integrating nearly all the contributions adopted at the 101st JPEG meeting. The major change is a multi-branch JPEG AI decoding architecture with two encoders and three decoders (6 possible compatible combinations) that have been jointly trained, which allows the coverage of encoder and decoder complexity-efficiency tradeoffs. The entropy decoding and latent prediction portion is common for all possible combinations and thus differences reside at the analysis/synthesis networks. Moreover, the number of models has been reduced to 4, both 4:4:4 and 4:2:0 coding is supported, and JPEG AI can now achieve better rate-distortion performance in some relevant use cases. A new training dataset has also been adopted with difficult/high-contrast/versatile images to reduce the number of artifacts and to achieve better generalization and color reproducibility for a wide range of situations. Other enhancements have also been adopted, namely feature clipping for decoding artifacts reduction, improved variable bit-rate training strategy and post-synthesis transform filtering speedups.

The resulting performance and complexity characterization show compression efficiency (BD-rate) gains of 12.5% to 27.9% over the VVC Intra anchor, for relevant encoder and decoder configurations with a wide range of complexity-efficiency tradeoffs (7 to 216 kMAC/px at the decoder side). For the CPU platform, the decoder complexity is 1.6x/3.1x times higher compared to VVC Intra (reference implementation) for the simplest/base operating point. At the 102nd meeting, 12 core experiments were established to further continue work related to different topics, namely about the JPEG AI high-level syntax, progressive decoding, training dataset, hierarchical dependent tiling, spatial random access, to mention the most relevant. Finally, two demonstrations were shown where JPEG AI decoder implementations were run on two smartphone devices, Huawei Mate50 Pro and iPhone14 Pro.

JPEG Pleno Learning-based Point Cloud coding

The 102nd JPEG meeting marked an important milestone for JPEG Pleno Point Cloud with the release of its Committee Draft (CD) for ISO/IEC 21794-Part 6 “Learning-based point cloud coding” (21794-6). Part 6 of the JPEG Pleno framework brings an innovative Learning-based Point Cloud Coding technology adding value to existing Parts focused on Light field and Holography coding. It is expected that a Draft International Standard (DIS) of Part 6 will be approved at the 104th JPEG meeting in July 2024 and the International Standard to be published during 2025. The 102nd meeting also marked the release of version 4 of the JPEG Pleno Point Cloud Verification Model updated to be robust to different hardware and software operating environments.

JPEG Pleno Light Field

The JPEG Committee has recently published a light field coding standard, and JPEG Pleno is constantly exploring novel light field coding architectures. The JPEG Committee is also preparing standardization activities – among others – in the domains of objective and subjective quality assessment for light fields, improved light field coding modes, and learning-based light field coding.

As the JPEG Committee seeks continuous improvement of its use case and requirements specifications, it organized a Light Field Industry Workshop. The presentations and video recording of the workshop that took place on November 22nd, 2023 are available on the JPEG website.

JPEG AIC

During the 102nd JPEG meeting, work on Image Quality Assessment continued with a focus on JPEG AIC-3, targeting standardizing a subjective visual quality assessment methodology for images in the range from high to nearly visually lossless qualities. The activity is currently investigating three different subjective image quality assessment methodologies.

The JPEG Committee also launched the activities on Part 4 of the standard (AIC-4), by initiating work on the Draft Call for Proposals on Objective Image Quality Assessment. The Final Call for Proposals on Objective Image Quality Assessment is planned to be released in July 2024, while the submission of the proposals is planned for October 2024.

JPEG XE

The JPEG Committee continued its activity on JPEG XE and event-based vision. This activity revolves around a new and emerging image modality created by event-based visual sensors. JPEG XE is about the creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision and other relevant applications. The JPEG Committee is preparing a Common Test Conditions document that provides the means to perform an evaluation of candidate technology for the efficient coding of event sequences. The Common Test Conditions provide a definition of a reference format, a dataset, a set of key performance metrics and an evaluation methodology. In addition, the committee is preparing a Draft Call for Proposals on lossless coding, with the intent to make it public in April of 2024. Standardization will first start with lossless coding of event sequences as this seems to have the higher application urgency in industry. However, the committee acknowledges that lossy coding of event sequences is also a valuable feature, which will be addressed at a later stage. The public Ad-hoc Group on Event-based Vision was reestablished to continue the work towards the next 103rd JPEG meeting in April of 2024. To stay informed about the activities please join the event based imaging Ad-hoc Group mailing list.

JPEG DNA

During the 102nd JPEG meeting, the JPEG DNA Verification Model description and software were approved along with continued efforts to evaluate its rate-distortion characteristics. Notably, during the 102nd meeting, a subjective quality assessment was carried out by expert viewing using a new approach under development in the framework of AIC-3. The robustness of the Verification Model to errors generated in a biochemical process was also analysed using a simple noise simulator. After meticulous analysis of the results, it was decided to create a number of core experiments to improve the Verification Model rate-distortion performance and the robustness to the errors by adding an error correction technique to the latter. In parallel, efforts are underway to improve the rate-distortion performance of the JPEG DNA Verification Model by exploring learning-based coding solutions. In addition, further efforts are defined to improve the noise simulator so as to allow assessment of the resilience to noise in the Verification Model in more realistic conditions, laying the groundwork for a JPEG DNA robust to insertion, deletion and substitution errors.

JPEG XS

The JPEG Committee is happy to announce that the core parts of JPEG XS 3rd edition are ready for publication as International standards. The Final Draft International Standard for Part 1 of the standard – Core coding tools – was created at the last meeting in November 2023, and is scheduled for publication. DIS ballot results for Part 2 – Profiles and buffer models – and Part 3 – Transport and container formats – of the standard came back, allowing the JPEG Committee to produce and deliver the proposed IS texts to ISO. This means that Part 2 and Part 3 3rd edition are also scheduled for publication.

At this meeting, the JPEG Committee continued the work on Part 4 – Conformance testing, to provide the necessary test streams of the 3rd edition for potential implementors. A Committee Draft for Part 4 was issued. With Parts 1, 2, and 3 now ready, and Part 4 ongoing, the JPEG Committee initiated the 3rd edition of Part 5 – Reference software. A first Working Draft was prepared and work on the reference software will start.

Finally, experimental results were presented on how to use JPEG XS over 5G mobile networks for the transmission of low-latency and high quality 4K/8K 360 degree views with mobile devices. This use case was added at the previous JPEG meeting. It is expected that the new use case can already be covered by the 3rd edition, meaning that no further updates to the standard would be necessary. However, investigations and experimentation on this subject continue.

JPEG XL

The second edition of JPEG XL Part 3 (Conformance testing) has proceeded to the DIS stage. Work on a hardware implementation continues. Experiments are planned to investigate HDR compression performance of JPEG XL.

“In its efforts to provide standardized solutions to ascertain authenticity and provenance of the visual information, the JPEG Committee has released the Draft international Standard of the JPEG Trust. JPEG Trust will bring trustworthiness back to imaging with specifications under the governance of the entire International community and stakeholders as opposed to a small number of companies or countries.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

JPEG Column: 101st JPEG Meeting

JPEG Trust reaches Committee Draft stage at the 101st JPEG meeting

The 101st JPEG meeting was held online, from the 30th of October to the 3rd of November 2023. At this meeting, JPEG Trust became a Committee Draft. In addition, JPEG analyzed the responses to its Calls for Proposals for JPEG DNA.

The 101st JPEG meeting had the following highlights:

  • JPEG Trust reaches Committee Draft;
  • JPEG AI request its re-establishment;
  • JPEG Pleno Learning-based Point Cloud coding establishes a new Verification Model;
  • JPEG Pleno organizes a Light Field Industry Workshop;
  • JPEG AIC-3 continues the evaluation of contributions;
  • JPEG XE produces a first draft of the Common Test Conditions;
  • JPEG DNA analyses the responses to the Call for Proposals;
  • JPEG XS proceeds with the development of the 3rd edition;
  • JPEG XL proceeds with the development of the 2nd edition.

The following sections summarize the main highlights of the 101st JPEG meeting.

JPEG Trust

The 101st meeting marked an important milestone for JPEG Trust project with its Committee Draft (CD) for Part 1 “Core Foundation” (21617-1) of the standard approved for consultation. It is expected that a Draft International Standard (DIS) of the Core Foundation will be approved at the 102nd JPEG meeting in January 2024, which will be another important milestone. This rapid schedule is necessitated by the speed at which fake media and misinformation are proliferating especially in respect of generative AI.

Aligned with JPEG Trust, the NFT Call for Proposals (CfP) has yielded two expressions of interest to date, and submission of proposals is still open till the 15th of January 2024.

Additionally, the Use Cases and Requirements document for JPEG Fake Media (the JPEG Fake Media exploration preceded the initiation of the JPEG Trust international standard) was updated to reflect the change to JPEG Trust as well as incorporate additional use cases that have arisen since the previous JPEG meeting, namely in respect of composited images. This document is publicly available on the JPEG website.

JPEG AI

At the 101st meeting, the JPEG Committee issued a request for re-establishing the JPEG AI (6048-1) project, along with a Committee Draft (CD) of its version 1. A new JPEG AI timeline has also been approved and is now publicly available, where a Draft International Standard (DIS) of the Core Coding Engine of JPEG AI version 1 is foreseen at the 103rd JPEG meeting (April 2024), a rather important milestone for JPEG AI. The JPEG Committee also established that JPEG AI version 2 will address requirements not yet fulfilled (especially regarding machine consumption tasks) but also significant improvements on requirements already addressed in version 1, e.g. compression efficiency. JPEG AI version 2 will issue the final Call for Proposals in January 2025 and the presentation and evaluation of JPEG AI version 2 proposals will occur in July 2025. During 2023, the JPEG AI Verification Model (VM) has evolved from a complex system (800kMAC/pxl) to two acceptable complexity-efficiency operation points, providing 11% compression efficiency gains at 20 kMAC/pxl and 25% compression efficiency gains at 200 kMAC/pxl. The decoder for the lower-end operating point has now been implemented on mobile devices and demonstrated during the 100th and 101st JPEG meetings. A presentation with the JPEG AI architecture, networks, and tools is now publicly available. To avoid project delays in the future, the promising input contributions from the 101st meeting will be combined in JPEG AI Core Experiment 6.1 (CE6.1) to study interaction and resolve potential issues during the next meeting cycle. After this integration, a model will be trained and cross-checked to be approved for release (JPEG AI VM5 release candidate) along with the study DIS text. Among promising technologies included in CE6.1 are high quality and variable rate improvements, with a smaller number of models (from 5 to 4), a multi-branch decoder that allows up to three reconstructions with different levels of quality from the same latent representation, but with synthesis transform networks with different complexity along with several post-filter and arithmetic coder simplifications.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Pleno Learning-based Point Cloud coding activity progressed at the 101st meeting with a major investigation into point cloud quality metrics. The JPEG Committee decided to continue this investigation into point cloud quality metrics as well as explore possible advancements to the VM in the areas of parameter tuning and support for residual lossless coding. The JPEG Committee is targeting a release of the Committee Draft of Part 6 of the JPEG Pleno standard relating to Learning-based point cloud coding at the 102nd JPEG meeting in San Francisco, USA in January 2024.

JPEG Pleno Light Field

The JPEG Committee has been creating several standards to provision the dynamic demands of the market, with its royalty-free patent licensing commitments. A light field coding standard has recently been developed, and JPEG Pleno is constantly exploring novel light field coding architectures.

The JPEG Committee is also preparing standardization activities – among others – in the domains of objective and subjective quality assessment for light fields, improved light field coding modes, and learning-based light field coding.

A Light Field Industry Workshop takes place on November 22nd, 2023, aiming at providing a forum for industrial actors to exchange information on their needs and expectations with respect to standardization activities in this domain.

JPEG AIC

During the 101st JPEG meeting, the AIC activity continued its efforts on the evaluation of the contributions received in April 2023 in response to the Call for Contributions on Subjective Image Quality Assessment. Notably, the activity is currently investigating three different subjective image quality assessment methodologies. The results of the newly established Core Experiments will be considered during the design of the AIC-3 standard, which has been carried out in a collaborative way since its beginning.

The AIC activity also initiated the discussion on Part 4 of the standard on Objective Image Quality Metrics (AIC-4) by refining the Use Cases and Requirements document. During the 102nd JPEG meeting in January 2024, the activity is planning to work on the Draft Call for Proposals on Objective Image  

JPEG XE

The JPEG Committee continued its activity on Event-based Vision. This activity revolves around a new and emerging image modality created by event-based visual sensors. JPEG XE aims at the creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision and other relevant applications. For better dissemination and raising external interest, a workshop around Event-based Vision was organized and took place on Oct 24th, 2023. The workshop triggered the attention of various stakeholders in the field of Event-based Vision, who will start contributing to JPEG XE. The workshop proceedings will be made available on jpeg.org. In addition, the JPEG Committee created a minor revision for the Use cases and Requirements as v1.0, adding an extra use case on scientific and engineering measurements. Finally, a first draft of the Common Test Conditions for JPEG XE was produced, along with the first Exploration Experiments to start practical experiments in the coming 3-month period until the next JPEG meeting. The public Ad-hoc Group on Event-based Vision was re-established to continue the work towards the next 102nd JPEG meeting in January of 2024. To stay informed about the activities please join the Event-based Vision Ad-hoc Group mailing list.

JPEG DNA

As a result of the Call for Proposals issued by the JPEG Committee for contributions to JPEG DNA standard, 5 proposals were submitted under three distinct codecs by three organizations. Two codecs were submitted to both coding and transcoding categories, and one was submitted to the coding category only. All proposals showed improved compression efficiency when compared to three selected anchors by the JPEG Committee. After a rigorous analysis of the proposals and their cross checking by independent parties, it was decided to create a first Verification Model (VM) based on V-DNA, the best performing proposal. In addition, a number of core experiments were designed to improve the JPEG DNA VM with elements from other proposals submitted by quantifying their added value when integrated in the VM.

JPEG XS

The JPEG Committee continued its work on JPEG XS 3rd edition. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but with half of the required bandwidth. The Final Draft International Standard for Part 1 of the standard — Core coding tools — was produced at this meeting. With this FDIS version, all technical features are now fixed and completed. Part 2 — Profiles and buffer models — and Part 3 — Transport and container formats — of the standard are still in DIS ballot, and ballot results will only be known by the end of January 2024. The JPEG Committee is now working on Part 4 — Conformance testing, to provide the necessary test streams of the 3rd edition for potential implementors. A first Working Draft for Part 4 was issued. Completion of the JPEG XS 3rd edition is scheduled for April 2024 (Parts 1, 2, and 3) and Parts 4 and 5 will follow shortly after that. Finally, the new Use cases and Requirements for JPEG XS document was created containing a new use case to use JPEG XS for transport of 4K/8K video over 5G mobile networks. It is expected that the new use case can already be covered by the 3rd edition, meaning that no further updates to the standard would be needed. However, more investigations and experimentations will be conducted on this subject.

JPEG XL

The second editions of JPEG XL Part 1 (Core coding system) and Part 2 (File format) have proceeded to the FDIS stage, and the second edition of JPEG XL Part 3 (Conformance testing) has proceeded to the CD stage. These second editions provide clarifications, corrections and editorial improvements that will facilitate independent implementations. At the same time, the development of hardware implementation solutions continues.

Final Quote

“The release of the first Committee Draft of JPEG Trust is a strong signal that the JPEG Committee is reacting with a timely response to demands for solutions that inform users when digital media assets are created or modified, in particular through Generative AI, hence contributing to bringing back trust into media-centric ecosystems.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

JPEG Column: 100th meeting in Covilha, Portugal

JPEG AI reaches Committee Draft stage at the 100th JPEG meeting

The 100th JPEG meeting was held in Covilhã, Portugal, from July 17th to 21st, 2023. At this meeting, in addition to its usual standardization activities, the JPEG Committee organized a celebration on the occasion of its 100th meeting. This face-to-face meeting, the second after the pandemic, had a record amount of face-to-face participation, with more than 70 experts attending the meeting in person.

Several activities reached important milestones. JPEG AI became a committee draft after intensive meeting sessions with detailed analysis of the core experiment results and multiple evaluations of the considered technologies. JPEG NFT issued a call for proposals, and the first JPEG XE use cases and requirements document was also issued publicly. Furthermore, JPEG Trust has made major steps towards its standardization.

The 100th JPEG meeting had the following highlights:

  • JPEG Celebrates its 100th meeting;
  • JPEG AI reaches Committee Draft;
  • JPEG Pleno Learning-based Point Cloud coding improves its Verification Model;
  • JPEG Trust develops its first part, the “Core Foundation”;
  • JPEG NFT releases the Final Call for Proposals;
  • JPEG AIC-3 initiates the definition of a Working Draft;
  • JPEG XE releases the Use Cases and Requirements for Event-based Vision;
  • JPEG DNA defines the evaluation of the responses to the Call for Proposals;
  • JPEG XS proceeds the development of the 3rd edition;
  • JPEG Systems releases a Reference Software.

The following sections summarize the main highlights of the 100th JPEG meeting.

JPEG Celebrates its 100th meeting

The JPEG Committee organized a celebration of its 100th meeting. A ceremony took place on July 19, 2023 to mark this important milestone. The JPEG Convenor initiated the ceremony, followed by a speech from Prof. Carlos Salema, founder and former chair of the Instituto de Telecomunicações and current vice president of the Lisbon Academy of Sciences, and a welcome note from Prof. Silvia Socorro, vice-rector for research at the University of Beira Interior. Personalities from standardization organizations ISO, IEC and ITU, as well as the Portuguese government, sent welcome addresses in form of recorded videos. Furthermore, a collection of short video addresses from past and current JPEG experts was collected and presented during the ceremony. The celebration was preceded by a workshop on “Media Authenticity in the Age of Artificial Intelligence”. Further information on the workshop and its proceedings are accessible on jpeg.org. A social event followed the celebration ceremony.

The 100th meeting celebration and cake.

100th meeting Social Event.

JPEG AI

The JPEG AI (ISO/IEC 6048) learning-based image coding system has completed the Committee Draft of the standard. The current JPEG AI Verification Model (VM) has two operation points, called base and high which include several tools which can be enabled or disabled, without re-training the neural network models. The base operation point is a subset of design elements of the high operation point. The lowest configuration (base operating point without tools) provides 8% rate savings over the VVC Intra anchor with twice faster decoding and 250 times faster encoder run time on CPU. In the most powerful configuration, the current VM achieves a 29% compression gain over the VVC Intra anchor.

The performance of the JPEG AI VM 3 was presented and discussed during the 100th JPEG meeting. The findings of the 15 core experiments created during the previous 99th JPEG meeting, as well as other input contributions, were discussed and investigated. This effort resulted in the reorganization of many syntactic parts with the goal of their simplification, as well as the use of several neural networks and tools, namely some design simplifications and post filtering improvements. Furthermore, coding efficiency was increased at high quality up to visually lossless, and region-of-interest quality enhancement functionality, as well as bit-exact repeatability, were added among other enhancements. The attention mechanism for the high operation point is the most significant change, as it considerably decreases decoder complexity. The entropy decoding neural network structure is now identical for the high and base operation points. The defined analysis and synthesis transforms enable efficient coding from high quality to near visually lossless and the chroma quality has been improved with the use of novel enhancement filtering technologies.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Pleno Point Cloud activity progressed at the 100th meeting with a major improvement to its Verification Model (VM) incorporating a sparse convolutional framework providing improved quality with a more efficient computational model. In addition, an exciting new application was demonstrated showing the ability of the JPEG VM to support point cloud classification. The 100th JPEG Meeting also saw the release of a new point cloud test set to better support this activity. Prior to the 101st JPEG meeting in October 2023, JPEG experts will investigate possible advancements to the VM in the areas of attention models, voxel pruning within sparse tensor convolution, and support for residual lossless coding. In addition, a major Exploration Study will be conducted to explore the latest point cloud quality metrics.

JPEG Trust

The JPEG Committee is expediting the development of the first part, the “Core Foundation”, of its new international standard: JPEG Trust. This standard defines a framework for establishing trust in media, and addresses aspects of authenticity and provenance through secure and reliable annotation of media assets throughout their life cycle. JPEG Trust is being built on its 2022 Call for Proposals, whose responses form the basis of the framework under development.

The new standard is expected to be published in 2024. To stay updated on JPEG Trust, please regularly check the JPEG website at jpeg.org for the latest information and reach out to the contacts listed below to subscribe to the JPEG Trust mailing list.

JPEG NFT

Non-Fungible Tokens (NFTs) are an exciting new way to create and trade media assets, and have seen an increasing interest from global markets. NFTs promise to impact the trading of artworks, collectible media assets, micro-licensing, gaming, ticketing and more.  At the same time, concerns about interoperability between platforms, intellectual property rights, and fair dealing must be addressed.

JPEG is pleased to announce a Final Call for Proposals on JPEG NFT to address these challenges. The Final Call for Proposals on JPEG NFT and the associated Use Cases and Requirements for JPEG NFT document can be downloaded from the jpeg.org website. JPEG invites interested parties to register their proposals by 2023-10-23. The final deadline for submission of full proposals is 2024-01-15.

JPEG AIC

During the 100th JPEG meeting, the AIC activity continued its efforts on the Core Experiments, which aim at collecting fundamental information on the performance of the contributions received in April 2023 in response to a Call for Contributions on Subjective Image Quality Assessment. These results will be considered during the design of the AIC-3 standard, which has been carried out in a collaborative way since its beginning. The activity also initiated the definition of a Working Draft for AIC-3.

Other activities are also planned to initiate the work on a Draft Call for Proposals on Objective Image Quality Metrics (AIC-4) during the 101st JPEG meeting, October 2023. The JPEG Committee invites interested parties to take part in the discussions and drafting of the Call.

JPEG XE

For the Event-based Vision exploration, called JPEG XE, the JPEG Committee finalized a first version of a Use Cases and Requirements for Event-based Vision v0.5 document. Event-based Vision revolves around a new and emerging image modality created by event-based visual sensors. JPEG XE is about creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision and other relevant applications. Events in the context of this standard are defined as the messages that signal the result of an observation at a precise point in time, typically triggered by a detected change in the physical world. The new Use Cases and Requirements document is the first version to become publicly available and serves mainly to attract interest from external experts and other standardization organizations. Although still in a preliminary version, the JPEG committee continues to invest efforts into refining this document, so that it can serve as a solid basis for further standardization. An Ad-Hoc Group has been re-established to work on this topic until the 101st JPEG meeting in October 2023. To stay informed about the activities please join the event-based imaging Ad-hoc Group mailing list.

JPEG DNA

The JPEG Committee has been exploring coding of images in quaternary representations particularly suitable for image archival on DNA storage. The scope of JPEG DNA is to create a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers.

At the 100th JPEG meeting, “Additions to the JPEG DNA Common Test Conditions version 2.0”, was produced which supplements the “JPEG DNA Common Test Conditions” by specifying a new constraint to be taken into account when coding images in quaternary representation. In addition, the detailed procedures for evaluation of the pre-registered responses to the JPEG DNA Call for Proposals were defined.

Furthermore, the next steps towards a deployed high-performance standard were discussed and defined. In particular, it was decided to request for the new work item approval once a Committee Draft stage has been reached.

The JPEG-DNA AHG has been re-established to work on the preparation of assessment and crosschecking of responses to the JPEG DNA Call for Proposals until the 101st JPEG meeting in October 2023.

JPEG XS

The JPEG Committee continued its work on the JPEG XS 3rd edition. The main goal of the 3rd edition is to reduce the bitrate for on-screen content by half while maintaining the same image quality.

Part 1 of the standard – Core coding tools – is still under Draft International Standard (DIS) ballot. For Part 2 – Profiles and buffer models – and Part 3 – Transport and container formats – the Committee Draft (CD) circulation results were processed and the DIS ballot document was created. In Part 2, three new profiles have been added to better adapt to the needs of the market. In particular, two profiles are based on the High 444.12 profile, but introduce some useful constraints on the wavelet decomposition structure and disable the column modes entirely. This makes the profiles easier to implement (with lower resource usage and fewer options to support) while remaining consistent with the way JPEG XS is already being deployed in the market today. Additionally, the two new High profiles are further constrained by explicit conformance points (like the new TDC profile) to better support market interoperability. The third new profile is called TDC MLS 444.12, and allows the achievement of mathematically lossless quality. For example, it is intended for medical applications, where a truly lossless reconstruction might be required.

Completion of the JPEG XS 3rd edition standard is scheduled for January 2024.

JPEG Systems

At the 100th meeting the JPEG Committee produced the CD text of 19566-10, the JPEG Systems Reference Software. In addition, a JPEG white paper was released that provides an overview of the entire JPEG Systems standard. The white paper can be downloaded on the JPEG.org website.

Final Quote

“The JPEG Committee celebrated its 100th meeting, an important milestone considering the current success of JPEG standards. This celebration was enriched with significant achievements at the meeting, notably the release of the Committee Draft of JPEG AI.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

JPEG Column: 99th JPEG Meeting

JPEG Trust on a mission to re-establish trust in digital media

The 99th JPEG meeting was held online, from 24th to 28th April 2023.

Providing tools suitable for establishing provenance, authenticity and ownership of multimedia content is one of the most difficult challenges faced nowadays, considering the technological models that allow effective multimedia data manipulation and generation. As in the past, the JPEG Committee is again answering the emerging challenges in multimedia. JPEG Trust is a standard offering solutions to media authenticity, provenance and ownership.

Furthermore, learning-based coding standards, JPEG AI and JPEG Pleno Learning-based Point Cloud Coding, continue their development. New verification models that incorporate the technological developments resulting from verification experiments and contributions have been approved.

Also relevant, the responses to the Calls for Contributions on standardization of quality models of JPEG AIC and JPEG Pleno Light Field Quality Assessment received responses and started a collaborative process to define new standards.

The 99th JPEG meeting had the following highlights:

Trust, Authenticity and Provenance.
  • New JPEG Trust international standard targets media authenticity
  • JPEG AI new verification model
  • JPEG DNA releases its call for proposals
  • JPEG Pleno Light Field Quality Assessment analyses the response to the call for contributions
  • JPEG AIC analyses the response to the call for contributions
  • JPEG XE identifies use cases and requirements for event based vision
  • JPEG Systems: JUMBF second edition is progressing to publication stage
  • JPEG NFT prepares a call for proposals
  • JPEG XS progress for its third edition

The following summarizes the major achievements during the 99th JPEG meeting.

New JPEG Trust international standard targets media authenticity

Drawing reliable conclusions about the authenticity of digital media is complicated, and becoming more so as AI-based synthetic media such as Deep Fakes and Generative Adversarial Netwodrks (GANs) start appearing. Consumers of social media are challenged to assess the trustworthiness of the media they encounter, and agencies that depend on the authenticity of media assets must be concerned with mistaking fake media for real, with risks of real-world consequences.

To address this problem and to provide leadership in global interoperable media asset authenticity, JPEG initiated development of a new international standard: JPEG Trust. JPEG Trust defines a framework for establishing trust in media. This framework adresses aspects of authenticity, provenance and integrity through secure and reliable annotation of media assets throughout their life cycle. The first part, “Core foundation”, defines the JPEG Trust framework and provides building blocks for more elaborate use cases. It is expected that the standard will evolve over time and be extended with additional specifications.

JPEG Trust arises from a four-year exploration of requirements for addressing mis- and dis-information in online media, followed by a 2022 Call for Proposals, conducted by international experts from industry and academia from all over the world.

The new standard is expected to be published in 2024. To stay updated on JPEG Trust, please regularly check the JPEG website for the latest information.

JPEG AI

The JPEG AI activity progressed at this meeting with more than 60 technical contributions submitted for improvements and additions to the Verification Model (VM), which after some discussion and analysis, resulted in several adoptions for integration into the future VM3.0. These adoptions target the speed-up of the decoding process, namely the replacement of the range coder by an asymmetric numeral system, support for multi-threading or/and single instruction multiple data operations, and parallel decoding with sub-streams. The JPEG AI context module was significantly accelerated with a new network architecture along with other synthesis transform and entropy decoding network simplifications. Moreover, a lightweight model was also adopted targeting mobile devices, providing 10%-15% compression efficiency gains over VVC Intra at just 20-30 kMAC/pxl. In this context, JPEG AI will start the development and evaluation of two JPEG AI VM configurations at two different operating points: lightweight and high.

At the 99th meeting, the JPEG AI requirements were reviewed and it was concluded that most of the key requirements will be achieved by the previously anticipated timeline for DIS (scheduled for Oct. 2023) and thus version 1 of the JPEG AI standard will go as planned without changes in its timeline and with a clear focus on image reconstruction. Some core requirements, such as those addressing computer vision and image processing tasks as well as progressive decoding, will be addressed in a version 2 along with other tools that further improve requirements already addressed in version 1, such as better compression efficiency.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Pleno Point Cloud activity progressed at this meeting with a major improvement to its VM providing improved performance and control over the balance between the coding of geometry and colour via a split geometry and colour coding framework. Colour attribute information is encoded using JPEG AI resulting in enhanced performance and compatibility with the ecosystem of emerging high-performance JPEG codecs. Prior to the 100th JPEG Meeting, JPEG experts will investigate possible advancements to the VM in the areas of attention models, sparse tensor convolution, and support for residual lossless coding.

JPEG DNA

The JPEG Committee has been working on an exploration for coding of images in quaternary representations particularly suitable for image archival on DNA storage. The scope of JPEG DNA is the creation of a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers. During the 99th JPEG meeting, a final call for proposals for JPEG DNA was issued and made public, as a first concrete step towards standardization.

The final call for proposals for JPEG DNA is complemented by a JPEG DNA Common Test Conditions document which is also made public, describing details about the dataset, operating points, anchors and performance assessment methodologies and metrics that will be used to evaluate anchors and future proposals to be submitted. A set of exploration studies has validated the procedures outlined in the final call for proposals for JPEG DNA. The deadline for submission of proposals to the Call for Proposals for JPEG DNA is 2 October 2023, with a pre-registration due by 10 July 2023. The JPEG DNA international standard is expected to be published by early 2025.

JPEG Pleno Light Field Quality Assessment

At the 99th JPEG meeting two contributions were received in response to the JPEG Pleno Final Call for Contributions (CfC) on Subjective Light Field Quality Assessment.

  • Contribution 1: presents a 3-step subjective quality assessment framework, with a pre-processing step; a scoring step; and a data processing step. The contribution includes a software implementation of the quality assessment framework.
  • Contribution 2: presents a multi-view light field dataset, comprising synthetic light fields. It provides RGB + ground-truth depth data, realistic and challenging blender scenes, with various textures, fine structures, rich depth, specularities, non-Lambertian areas, and difficult materials (water, patterns, etc).

The received contributions will be considered in the development of a modular framework based on a collaborative process addressing the use cases and requirements under the JPEG Pleno Quality Assessment of light fields standardization effort.

JPEG AIC

Three contributions in response to the JPEG Call for Contributions (CfC) on Subjective Image Quality Assessment were received at the 99th JPEG meeting. One contribution presented a new subjective quality assessment methodology that combines relative and absolute data. The second contribution reported a new subjective quality assessment methodology based on triplet comparison with boosting techniques. Finally, the last contribution reported a new pairwise sampling methodology.

These contributions will be considered in the development of the standard, following a collaborative process. Several core experiments were designed to assist the creation of a Working Draft (WD) for the future JPEG AIC Part 3 standard.

JPEG XE

The JPEG committee continued with the exploration activity on Event-based Vision, called JPEG XE. Event-based Vision revolves around a new and emerging image modality created by event-based visual sensors. At this meeting, the scope was defined to be the creation and development of a standard to represent events in an efficient way allowing interoperability between sensing, storage, and processing, targeting machine vision applications. Events in the context of this standard are defined as the messages that signal the result of an observation at a precise point in time, typically triggered by a detected change in the physical world. The exploration activity is currently working on the definition of the use cases and requirements.

An Ad-hoc Group has been established. To stay informed about the activities please join the event based imaging Ad-hoc Group mailing list.

JPEG XL

The second editions of JPEG XL Part 1 (Core coding system) and Part 2 (File format) have proceeded to the DIS stage. These second editions provide clarifications, corrections and editorial improvements that will facilitate independent implementations. Experiments are planned to prepare for a second edition of JPEG XL Part 3 (Conformance testing), including conformance testing of the independent implementations J40, jxlatte, and jxl-oxide.

JPEG Systems

The second edition of JUMBF (JPEG Universal Metadata Box Format, ISO/IEC 19566-5) is progressing to the IS publication stage; the second edition brings new capabilities and support for additional types of media.

JPEG NFT

Many Non-Fungible Tokens (NFTs) point to assets represented in JPEG formats or can be represented in current and emerging formats under development by the JPEG Committee. However, various trust and security concerns have been raised about NFTs and the digital assets on which they rely. To better understand user requirements for media formats, the JPEG Committee conducted an exploration on NFTs. The scope of JPEG NFT is the creation of effective specifications that support a wide range of applications relying on NFTs applied to media assets. The standard will be secure, trustworthy and eco-friendly, allowing for an interoperable ecosystem relying on NFT within a single application or across applications. As a result of the exploration, at the 99th JPEG Meeting the committee released a “Draft Call for Proposals on JPEG NFT” and associated updated “Use Cases and Requirements for JPEG NFT”. Both documents are made publicly available for review and feedback.

JPEG XS

The JPEG committee continued its work on the JPEG XS 3rd edition. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but with half of the required bandwidth. For Part 1 – Core coding tools – the Draft International Standard will proceed to ISO/IEC ballot. This is a significant step in the standardization process with all the core coding technology now final. Most notably, Part 1 adds a temporal decorrelation coding mode to further improve the coding efficiency, while keeping the low-latency and low-complexity core aspects of JPEG XS. Furthermore, Part 2 – Profiles and buffer models – and Part 3 – Transport and container formats – will proceed to Committee Draft consultation. Part 2 is important as it defines the conformance points for JPEG XS compliance. Completion of the JPEG XS 3rd edition standard is scheduled for January 2024.

Final Quote

“The creation of standardized tools to bring assurance of authenticity, provenance and ownership for multimedia content is the most efficient path to suppress the abusive use of fake media. JPEG Trust will be the first international standard that provides such tools.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

Future JPEG meetings are planned as follows:

  • No 100, will be in Covilhã, Portugal from 17-21 July 2023
  • No 101, will be online from 30 October – 3 November 2023

A zip package containing the official JPEG logo and logos of all JPEG standards can be downloaded here.

JPEG Column: 98th JPEG meeting in Sydney, Australia

JPEG explores standardization in event-based imaging

The 98th JPEG meeting was held in Sydney, Australia, from the 16th to 20th January 2023. This was a welcome return to face-to-face meetings after a long period of online meetings due to Covid-19 pandemics. Interestingly, the previous face-to-face meeting of the JPEG Committee was also held in Sydney, in January 2020. The face-to-face 98th JPEG meeting was complemented with online connections to allow the remote participation of those who could not be present.

The recent calls for proposals, such as JPEG Fake Media, JPEG AI and JPEG Pleno Learning Based Point Cloud Coding, resulted in a very dynamic and participative meeting in Sydney, with multiple technical sessions and decisions. Exploration activities such as JPEG DNA and JPEG NFT also produced drafts of future calls for proposals as a consequence of reaching sufficient maturity.

Furthermore, and considering the current trends in machine-based imaging applications, the JPEG Committee initiated an exploration on standardization in event-based imaging.

98th JPEG Meeting first plenary.

The 98th JPEG meeting had the following highlights:

  • New JPEG exploration in event-based imaging;
  • JPEG Fake Media and NFT;
  • JPEG AI;
  •  JPEG Pleno Learning-based Point Cloud Coding improves its Verification Model;
  • JPEG AIC prepares the analysis of the responses to the Call for Contribution;
  • JPEG XL second editions;
  • JPEG Systems;
  • JPEG DNA prepares its call for proposals;
  • JPEG XS 3rd Edition;
  • JPEG 2000 guidelines.

The following summarizes the major achievements during the 98th JPEG meeting.

New JPEG exploration in event-based imaging

The JPEG Committee has started a new exploration activity on event-based imaging named JPEG XE.

Event-based Imaging revolves around a new and emerging image modality created by event-based visual sensors. Event-based sensors are the foundation for a new class of cameras that allow the efficient capture of visual information at high speed while at the same time requiring low computational cost, a requirement which it is common in many machine vision applications. Such sensors are modeled based on the mechanisms of the human visual system for the detection of scene changes and the asynchronous capture of those changes. This means that every pixel works individually to detect scene changes and creates the associated events. If nothing happens, then no events are generated. This contrasts with conventional image sensors, where pixels are sampled in a continuous and periodic manner, with images generated regardless of any changes in the scene and a risk of reacting with delay and even missing quick changes.

The JPEG Committee recognizes that this new image modality opens doors to a large number of applications where capture and processing of visual information is needed. Currently, there is no standard format to represent event-based information, and therefore existing and emerging applications are fragmented and lack interoperability. The new JPEG XE activity focuses on establishing a scope and relevant definitions, collecting use cases and their associated requirements, and investigating the role that JPEG can play in the definition of timely standards in the near- and long-term. To start, an Ad-hoc Group has been established. To stay informed about the activities please join the event based imaging Ad-hoc Group mailing list.

JPEG Fake Media and NFT

In April 2022, the JPEG Committee released a Final Call for Proposals on JPEG Fake Media. The scope of JPEG Fake Media is the creation of a standard that can facilitate the secure and reliable annotation of media assets creation and modifications. During the 98th meeting, the JPEG Committee finalised the evaluation of the six submitted proposals and initiated the process for establishing a new standard.

The JPEG Committee also continues to explore use cases and requirements related to Non-Fungible Tokens (NFTs). Although the use cases for both topics are very different, there is a clear commonality in terms of requirements and relevant solutions. An updated version of the “Use Cases and Requirements for JPEG NFT” was produced and made publicly available for review and feedback.

To stay informed about the activities, please join the mailing list of the Ad-hoc Group and regularly check the JPEG website for the latest information.

JPEG AI

Following the creation of the JPEG AI Verification Model at the previous 97th JPEG meeting, more discussions occurred at the 98th meeting to improve the coding efficiency, and complexity, especially on the decoder side. The JPEG AI VM has several unique characteristics, such as a parallelizable context model to perform latent prediction, decoupling of prediction and sample reconstruction, and rate adaptation, among others. JPEG AI VM shows up to 31% compression gain over VVC Intra for natural content. A new JPEG AI test set was released during the 98th meeting. This is a large dataset for the evaluation of the JPEG AI VM containing 50 images, with the objective of tracking the performance improvements at every meeting. The JPEG AI Common Training and Test Conditions were updated to include this new dataset. In this meeting, it was also decided to integrate several changes into the JPEG AI VM, speeding up training, improving performance at high rates and fixing bugs. A set of core experiments were established at this meeting targeting RD performance and complexity improvements. The JPEG AI VM Software Guidelines were approved, describing the initial setup repository of JPEG AI VM, how to obtain the JPEG AI dataset, and how to run tests and training. A description of the structure of the JPEG AI VM repository was also made available.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Pleno Point Cloud activity progressed at this meeting with a number of technical submissions for improvements to the VM in the area of colour coding, artefact processing and improvements to coding speed. In addition, the JPEG Committee released the “Call for Content for JPEG Pleno Point Cloud Coding” to expand on the current training and test set with new point clouds representing key use cases. Prior to the 99th JPEG Meeting, JPEG experts will promote the Call for Content as well as investigate possible advancements to the VM in the areas of auto-regressive entropy encoding, sparse tensor convolution, meta-data controlled post-filtering of colour and a flexible split geometry and colour coding framework for the VM.

JPEG AIC

During the 98th JPEG meeting in Sydney, Australia, Exploration Study 1 on JPEG AIC was established. This exploration study will collect results from three types of previously standardized subjective evaluation methodologies in order to provide an informative reference for the JPEG AIC submissions to the Call for Contributions that are due by April 1st, 2023. Corrections and additions to the JPEG AIC Common Test Conditions were issued in order to reflect the addition of a new codec for testing content generation and a new anchor subjective quality assessment methodology.

The JPEG Committee is working on the continuation of the previous standardization efforts (AIC-1 and AIC-2) and aims at developing a new standard, known as AIC-3. The new standard will focus on the methodologies for quality assessment of images in a range that goes from high quality to near-visually lossless quality, which are not covered by any previous AIC standards.

JPEG XL

The second editions of JPEG XL Part 1 (Core coding system) and Part 2 (File format) have reached the CD stage. These second editions provide clarifications, corrections and editorial improvements that will facilitate independent implementations. Also, an updated version of the JPEG XL White Paper has been published and is freely available through jpeg.org.

JPEG Systems

The JLINK standard (19566-7:2022) is now published by ISO. JLINK specifies an image file format capable of linking multiple media elements, such as image and text in any JPEG file format. It enables enhanced curated experiences of a set of images for education, training, virtual museum tours, travelogs, and similar visually-oriented content.

The JPEG Snack (19566-8) standard is expected to be published in February 2023. JPEG Snack specifies the coding of audio, picture, multimedia and hypermedia information, enabling a rich, image-based, short-form animated experiences for social media.

The second edition of JUMBF (JPEG Universal Metadata Box Format, 19566-5) is progressing to IS stage; the second edition brings new capabilities and support for additional types of media.

JPEG DNA

The JPEG Committee has been working on an exploration for coding of images in quaternary representations particularly suitable for image archival on DNA storage. The scope of JPEG DNA is the creation of a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers. During the 98th JPEG meeting, a draft Call for Proposals for JPEG DNA was issued and made public, as a first concrete step towards standardisation. The draft call for proposals for JPEG DNA is complemented by a JPEG DNA Common Test Conditions document which is also made public, describing details about the dataset, operating points, anchors and performance assessment methodologies and metrics that will be used to evaluate anchors and future responses to the Call for Proposals. The final Call for Proposals for JPEG DNA is expected to be released at the conclusion of the 99th JPEG meeting in April 2023, after a set of exploration experiments have validated the procedures outlined in the draft Call for Proposals for JPEG DNA and JPEG DNA Common Test Conditions. The deadline for submission of proposals to the Call for Proposals for JPEG DNA is 2 October 2023 with a pre-registration due by 10 July 2023. The JPEG DNA international standard is expected to be published by early 2025.

JPEG XS

The JPEG Committee continued with the definition of JPEG XS 3rd edition. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but with half of the required bandwidth. The Committee Draft for Part 1 (Core coding system) will proceed to ISO ballot. This means that the standard is now technically defined, and all the new coding tools are known. Most notably, Part 1 adds a temporal decorrelation coding mode to further improve the coding efficiency, while keeping the low-latency and low-complexity core aspects of JPEG XS. This new coding tool is of extreme importance for remote desktop applications and screen sharing. In addition, mathematically lossless coding can now support up to 16 bits precision (up from 12 bits). For Part 2 (Profiles and buffer models), the committee created a second Working Draft and issued further core experiments to proceed and support this work. Meanwhile, ISO approved the creation of a new edition of Part 3 (Transport and container formats) that is needed to address the changes of Part 1 and Part 2.

JPEG 2000

The JPEG committee publishes two sets of guidelines for implementers of JPEG 2000, available on jpeg.org.

The first describes an algorithm for controlling JPEG 2000 coding quality using a single number (Qfactor) between 1 (worst quality) and 100 (best quality), as is commonly done with JPEG.

The second explains how to create, parse and use HTJ2K placeholder passes and HT Sets. These features are an integral part of HTJ2K and enable mathematically lossless transcoding between HT- and J2K-based codestreams, among other applications.

Final Quote

“The interest in event-based imaging has been rising with several products designed and offered by the industry. The JPEG Committee believes in interoperable solutions and has initiated an exploration for standardization of event-based imaging in order to accelerate creation of an ecosystem.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

Upcoming JPEG meetings are planned as follows:

  • No 99, will be online from 24-28 April 2023
  • No 100, will be in Covilhã, Portugal from 17-21 July 2023

JPEG Column: 97th JPEG Meeting

JPEG initiates specification on fake media based on responses to its call for proposals

The 97th JPEG meeting was held online from 24 to 28 October 2022. JPEG received responses to the Call for Proposals (CfP) on JPEG Fake Media, the first multimedia international standard designed to facilitate the secure and reliable annotation of media assets creation and modifications. In total six responses were received addressing different requirements in the scope of this standardization initiative. Moreover, relevant advances were made on the standardization of learning-based coding, notably the learning-based coding of images, JPEG AI, and JPEG Pleno point cloud coding. Furthermore, the explorations on quality assessment of images, JPEG AIC, and of JPEG Pleno light field had relevant advances with the definition of their Calls for Contributions and Common Test Conditions.

Also relevant, the 98th JPEG meeting will be held in Sydney, Australia, representing a return to physical meetings after the long COVID pandemics. This is a return, as the last physical meeting was also held in January 2020 in the same location, in Sydney, Australia.

The 97th JPEG meeting had the following highlights:

  • JPEG Fake Media responses to the Call for Proposals analysed,
  • JPEG AI Verification Model,
  • JPEG Pleno Learning-based Point Cloud coding Verification Model,
  • JPEG Pleno Light Field issues a Call for Contributions on Subjective Light Field Quality Assessment,
  • JPEG AIC issues a Call for Contributions on Subjective Image Quality Assessment,
  • JPEG DNA releases a draft of Common Test Conditions,
  • JPEG XS prepares third edition of core coding system, and profiles and buffer models,
  • JPEG 2000 conformance is under development.
Fig. 1: Fake Media application scenarios: Good faith vs Malicious intent.

The following summarises the major achievements of the 97th JPEG meeting.

JPEG Fake Media

In April 2022, the JPEG Committee released a Final Call for Proposals on JPEG Fake Media. The scope of JPEG Fake Media is the creation of a standard that can facilitate the secure and reliable annotation of media assets creation and modifications. The standard shall address use cases that are in good faith as well as those with malicious intent. During the 97th meeting in October 2022, the following six responses to the call were presented:

  1. Adobe/C2PA: C2PA Specification
  2. Huawei: Provenance and Right Management for Digital Contents in JPEG Fake Media
  3. Sony Group Corporation: Methods to keep track provenance of media asset and signing data
  4. Vrije Universiteit Brussel/imec: Media revision history tracking via asset decomposition and serialization
  5. UPC: MIPAMS Provenance module
  6. Newcastle University: Response to JPEG Fake Media standardization call

In the coming months, these proposals will be thoroughly evaluated following a process that is open, transparent, fair and unbiased and allows deep technical discussions to assess which proposals best address identified requirements. Based on the conclusions of these discussions, a new standard will be produced to address fake media and provide solutions for transparency related to media authenticity. The standard will combine the best elements of the six proposals.

To stay informed about the activities please join the JPEG Fake Media & NFT AHG mailing list and regularly check the JPEG website for the latest information.

JPEG AI

JPEG AI (ISO/IEC 6048) aims at the development of a learning-based image coding standard offering a single-stream, compact compressed domain representation, targeting both human visualization with significant compression efficiency improvement over state-of-the-art image coding standards at similar subjective quality, and improved performance for image processing and computer vision tasks. The evaluation of the Call for Proposals responses had already confirmed the industry interest, and the subjective tests presented at the 96th JPEG meeting showed results that significantly outperform conventional image compression solutions. 

The JPEG AI verification model has been issued as the outcome of this meeting and follows the integration effort of several neural networks and tools. There are several characteristics that make the JPEG AI Verification Model (VM) unique, such as the decoupling of the entropy decoding from the sample reconstruction and the exploitation of the spatial correlation between latents using a prediction and a fusion network as well as a massively parallelized auto-regressive network. The performance evaluation has shown significant RD performance improvements (as much as 32.2% of BD-rate over H.266/VVC) with competitive decoding complexity. Other functionalities such as rate adaptation and device interoperability have also been addressed with the use of gain units and the quantization of the weights in the entropy decoding module. Moreover, the adoption process for architectural changes and for new or improved coding tools in JPEG AI VM was approved. A set of core experiments have been defined for improving the JPEG AI VM and target the improvement of the coding efficiency and the reduction of the encoding and decoding complexity. The core experiments represent a set of promising technologies, such as learning-based GAN training, simplification of the analysis/synthesis transform, adaptive entropy coding alphabet, and even encoder-only tools and procedures for training speed-up.

JPEG Pleno Learning-based Point Cloud coding

The JPEG Pleno Point Cloud activity progressed at this meeting with the successful validation of the Verification Model under Consideration (VMuC). The VMuC was confirmed as the Verification Model (VM) to form the core of the future standard; ISO/IEC 21794 Part 6 JPEG Pleno: Learning-based Point Cloud Coding. The JPEG Committee has commenced work on the Working Draft of the standard, with initial text reviewed at this meeting. Prior to the next 98th JPEG Meeting, JPEG experts will investigate possible advancements to the VM in the area of auto-regressive entropy encoding and sparse tensor convolution as well as sourcing additional point clouds for the JPEG Pleno Point Cloud test set.

JPEG Pleno Light Field

During the 97th meeting, the JPEG Committee released the “JPEG Pleno Final Call for Contributions on Subjective Light Field Quality Assessment”, to collect new procedures and best practices regarding light field subjective quality evaluation methodologies to assess artifacts induced by coding algorithms. All contributions, including test procedures, datasets, and any additional information, will be considered to develop the standard by consensus among the JPEG experts following a collaborative process approach. The deadline for submission of contributions is April 1, 2023.


The JPEG Committee organized its 1st workshop on light field quality assessment to discuss challenges and current solutions for subjective light field quality assessment, explore relevant use cases and requirements, and provide a forum for researchers to discuss the latest findings in this area. The JPEG Committee also promoted its 2nd workshop on learning-based light field coding to exchange experiences and to present technological advances in learning-based coding solutions for light field data. The proceedings and video footage of both workshops are now accessible on the JPEG website.

JPEG AIC

At the 97th JPEG Meeting, a new JPEG AIC Final Call for Contributions on Subjective Image Quality Assessment was issued. The JPEG Committee is working on the continuation of the previous standardization efforts (AIC-1 and AIC-2) and aims at developing a new standard, known as AIC-3. The new standard will be focusing on the methodologies for quality assessment of images in a range that goes from high quality to near-visually lossless quality, which are not covered by the previous AIC standards.

The Call for Contributions on Subjective Image Quality Assessment is asking for contributions to the standardization process that will be collaborative from the very beginning. In this context, all received contributions will be considered for the development of the standard by consensus among the JPEG experts.

The JPEG Committee will be releasing a new JPEG AIC-3 Dataset on the 15th of December 2022. And the deadline for submitting contributions to the call is set to the 1st of April 2023 23:59 UTC. The contributors will be presenting their contributions at the 99th JPEG Meeting in April 2023.

The Call for Contributions on Subjective Image Quality Assessment addresses the development of a suitable subjective evaluation methodology standard. A second stage will address the objective perceptual visual quality evaluation models that perform well and have a good discriminative power in the high quality to near-visually lossless quality range.

JPEG DNA

The JPEG Committee has continued its exploration of the coding of images in quaternary representations, as it is particularly suitable for DNA storage applications. The scope of JPEG DNA is the creation of a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers. During the 97th JPEG meeting, the JPEG DNA Benchmark Codec and the JPEG DNA Common Test Conditions were updated to allow for additional concrete experiments to take place prior to issuing a draft call for proposals at the next meeting. This will also allow further validation and extension of the JPEG DNA benchmark codec to simulate an end-to-end image storage pipeline using DNA and in particular include biochemical noise simulation which is an essential element in practical implementations.

JPEG XS

The 2nd edition of JPEG XS is now fully completed and published. The JPEG Committee continues its work on the 3rd edition of JPEG XS, starting with Part 1 (Core coding system) and Part 2 (Profiles and buffer models). These editions will address new use cases and requirements for JPEG XS by defining additional coding tools to further improve the coding efficiency, while keeping the low-latency and low-complexity core aspects of JPEG XS. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but with half of the required bandwidth. During the 97th JPEG meeting, a new Working Draft of Part 1 and a first Working Draft of Part 2 were created. To support the work a new Core Experiment was also issued to further test the proposed technology. Finally, an update to the JPEG XS White Paper has been published.

JPEG 2000

A new edition of Rec. ITU-T T.803 | ISO/IEC 15444-4 (JPEG 2000 conformance) is under development.

This new edition proposes to relax the maximum allowable errors so that well-designed 16-bit fixed-point implementations pass all compliance tests; adds two test codestreams to facilitate testing of inverse wavelet and component decorrelating transform accuracy, and adds several codestreams and files conforming to Rec. ITU-T 801 |ISO/IEC 15444-2 to facilitate the implementation of decoders and file format readers

Codestreams and test files can be found on the JPEG GitLab repository at: https://gitlab.com/wg1/htj2k-codestreams/-/merge_requests/14

Final Quote

“Motivated by the consumers’ concerns of manipulated contents, the JPEG Committee has taken concrete steps to define a new standard that provides interoperable solutions for a secure and reliable annotation of media assets creation and modifications” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

Upcoming JPEG meetings are planned as follows:

  • No 98, will be in Sydney, Australia from 14-20 January 2022

JPEG Column: 96th JPEG Meeting

JPEG analyses the responses of the Calls for Proposals for the standardisation of the first codecs based on machine learning

The 96th JPEG meeting was held online from 25 to 29 July 2022. The meeting was one of the most productive in the recent history of JPEG with the analysis of the responses of two Calls for Proposals (CfP) for machine learning-based coding solutions, notably JPEG AI and JPEG Pleno Point Cloud Coding. The superior performance of the CfP responses compared to the state-of-the-art anchors leave little doubt about the future of coding technologies becoming dominated by machine learning-based solutions with the expected consequences on the standardisation pathway. A new era of multimedia coding standardisation has begun. Both activities had defined a verification model, and are pursuing a collaborative process that will select the best technologies for the definition of the new machine learning-based standards.

The 96th JPEG meeting had the following highlights:

JPEG AI and JPEG Pleno Point Cloud, the two first machine learning-based coding standards under development by JPEG.
  • JPEG AI response to the Call for Proposals;
  • JPEG Pleno Point Cloud begins the collaborative standardisation phase;
  • JPEG Fake Media and NFT
  • JPEG Systems
  • JPEG Pleno Light Field
  • JPEG AIC
  • JPEG XS
  • JPEG 2000
  • JPEG DNA

The following summarises the major achievements of the 96th JPEG meeting.

JPEG AI

The 96th JPEG meeting represents an important milestone for the JPEG AI standardisation as it marks the beginning of the collaborative phase of this project. The main JPEG AI objective is to design a solution that offers significant compression efficiency improvement over coding standards in common use at equivalent subjective quality and an effective compressed domain processing for machine learning-based image processing and computer vision tasks. 

During the 96th JPEG meeting, several activities occurred, notably presentation of the eleven responses to all tracks of the Call for Proposals (CfP). Furthermore, discussions on the evaluation process used to assess submissions to the CfP took place, namely, subjective, objective and complexity assessment as well as the identification of device interoperability issues by cross-checking. For the standard reconstruction track, several contributions showed significantly higher compression efficiency in both subjective quality methodologies and objective metrics when compared to the best-performing conventional image coding.

From the analysis and discussion of the results obtained, the most promising technologies were identified and a new JPEG AI verification model under consideration (VMuC) was approved. The VMuC corresponds to a combination of two proponents’ solutions (following the ‘one tool for one functionality’ principle), selected by consensus and considering the CfP decision criteria and factors. In addition, a set of JPEG AI Core Experiments were defined to obtain further improvements in both performance efficiency and complexity, notably the use of learning-based GAN training, alternative analysis/synthesis transforms and an evaluation study for the compressed-domain denoising as an image processing task. Several further activities were also discussed and defined, such as the design of a compressed domain image classification decoder VMuC, the creation of a large screen content dataset for the training of learning-based image coding solutions and the definition of a new and larger JPEG AI test set.

JPEG Pleno Point Cloud begins collaborative standardisation phase

JPEG Pleno integrates various modalities of plenoptic content under a single framework in a seamless manner. Efficient and powerful point cloud representation is a key feature of this vision. A point cloud refers to data representing positions of points in space, expressed in a given three-dimensional coordinate system, the so-called geometry. This geometrical data can be accompanied by per-point attributes of varying nature (e.g. color or reflectance). Such datasets are usually acquired with a 3D scanner, LIDAR or created using 3D design software and can subsequently be used to represent and render 3D surfaces. Combined with other types of data (like light field data), point clouds open a wide range of new opportunities, notably for immersive browsing and virtual reality applications.

Learning-based solutions are the state of the art for several computer vision tasks, such as those requiring a high-level understanding of image semantics, e.g., image classification, face recognition and object segmentation, but also 3D processing tasks, e.g. visual enhancement and super-resolution. Recently, learning-based point cloud coding solutions have shown great promise to achieve competitive compression efficiency compared to available conventional point cloud coding solutions at equivalent subjective quality. Building on a history of successful and widely adopted coding standards, JPEG is well positioned to develop a standard for learning-based point cloud coding.

During its 94th meeting, the JPEG Committee released a Final Call for Proposals on JPEG Pleno Point Cloud Coding. This call addressed learning-based coding technologies for point cloud content and associated attributes with emphasis on both human visualization and decompressed/reconstructed domain 3D processing and computer vision with competitive compression efficiency compared to point cloud coding standards in common use, with the goal of supporting a royalty-free baseline. During its 96th meeting, the JPEG Committee evaluated 5 codecs submitted in response to this Call. Following a comprehensive evaluation process, the JPEG Committee selected one of the proposals to form the basis of a future standard and initialised a sub-division to form Part 6 of ISO/IEC 21794. The selected submission was a learning-based approach to point cloud coding that met the requirements of the Call and showed competitive performance, both in terms of coding geometry and color, against existing solutions.

JPEG Fake Media and NFT

At the 96th JPEG meeting, 6 pre-registrations to the Final Call for Proposals (CfP) on JPEG Fake Media were received. The scope of JPEG Fake Media is the creation of a standard that can facilitate the secure and reliable annotation of media asset creation and modifications. The standard shall address use cases that are in good faith as well as those with malicious intent. The CfP welcomes contributions that address at least one of the extensive list of requirements specified in the associated “Use Cases and Requirements for JPEG Fake Media” document. Proponents who have not yet made a pre-registration are still welcome to submit their final proposal before 19 October 2022. Full details about the timeline, submission requirements and evaluation processes are documented in the CfP available on jpeg.org.

In parallel with the work on Fake Media, JPEG explores use cases and requirements related to Non Fungible Tokens (NFTs). Although the use cases between both topics are different, there is a significant overlap in terms of requirements and relevant solutions. The presentations and video recordings of the joint 5th JPEG NFT and Fake Media Workshop that took place prior to the 96th meeting are available on the JPEG website. In addition, a new version of the “Use Cases and Requirements for JPEG NFT” was produced and made publicly available for review and feedback.

JPEG Systems

During the 96th JPEG Meeting, the IS texts for both JLINK (ISO/IEC 19566-7) and JPEG Snack (ISO/IEC 19566-8) were prepared and submitted for final publication. JLINK specifies a format to store multiple images inside of JPEG files and supports interactive navigation between them. JLINK addresses use cases such as virtual museum tours, real estate visits, hotspot zoom into other images and many others. JPEG Snack on the other hand enables self-running multimedia experiences such as animated image sequences and moving image overlays. Both standards are based on the JPEG Universal Metadata Box Format (JUMBF, ISO/IEC 19566-5) for which a second edition is in progress. This second edition adds extensions to the native support of CBOR (Concise Binary Object Representation) and attaches private fields to the JUMBF Description Box.

JPEG Pleno Light Field

During its 96th meeting, the JPEG Committee released the “JPEG Pleno Second Draft Call for Contributions on Light Field Subjective Quality Assessment”, to collect new procedures and best practices for light field subjective quality evaluation methodologies to assess artefacts induced by coding algorithms. All contributions, which can be test procedures, datasets, and any additional information, will be considered to develop the standard by consensus among JPEG experts following a collaborative process approach. The Final Call for Contributions will be issued at the 97th JPEG meeting. The deadline for submission of contributions is 1 April 2023.

A JPEG Pleno Light Field AhG has also started the preparation of a first workshop on Subjective Light Field Quality Assessment and a second workshop on Learning-based Light field Coding, to exchange experiences, to present technological advances and research results on light field subjective quality assessment and to present technological advances and research results on learning-based coding solutions for light field data, respectively.

JPEG AIC

During its 96th meeting, a Second Draft Call for Contributions on Subjective Image Quality Assessment was issued. The final Call for Contributions is now planned to be issued at the 97th JPEG meeting. The standardization process will be collaborative from the very beginning, i.e. all submissions will be considered in developing the next extension of the JPEG AIC standard. The deadline for submissions has been extended to 1 April 2023 at 23:59 UTC. Multiple types of contributions are accepted, namely subjective assessment methods including supporting evidence and detailed description, test material, interchange format, software implementation, criteria and protocols for evaluation, additional relevant use cases and requirements, and any relevant evidence or literature. A dataset of sample images with compression-based distortions in the target quality range is planned to be prepared for the 97th JPEG meeting.

JPEG XS

With the 2nd edition of JPEG XS now in place, the JPEG Committee continues with the development of the 3rd edition of JPEG XS Part 1 (Core coding system) and Part 2 (Profiles and buffer models). These editions will address new use cases and requirements for JPEG XS by defining additional coding tools to further improve the coding efficiency, while keeping the low-latency and low-complexity core aspects of JPEG XS. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but for specific content such as screen content with half of the required bandwidth. In this respect, experiments have indicated that it is possible to increase the quality in static regions of an image sequence by more than 10dB when compared to the 2nd edition. Based on the input contributions, a first working draft for 21122-1 has been created, along with the necessary core experiments for further evaluation and verification.

In addition, JPEG has finalized the work on the amendment for Part 2 2nd edition that defines a new High 4:2:0 profile and the new sublevel Sublev4bpp. This amendment is now ready for publication by ISO. In the context of Part 4 (Conformance testing) and Part 5 (Reference software), the JPEG Committee decided to make both parts publicly available.

Finally, the JPEG Committee decided to create a series of public documents, called the “JPEG XS in-depth series” that will explain various features and applications of JPEG XS to a broad audience. The first document in this series explains the advantages of using JPEG XS for raw image compression and will be published soon on jpeg.org.

JPEG 2000

The JPEG Committee published a case study that compares HT2K, ProRes and JPEG 2000 Part 1 when processing motion picture content with widely available commercial software tools running on notebook computers, available at https://ds.jpeg.org/documents/jpeg2000/wg1n100269-096-COM-JPEG_Case_Study_HTJ2K_performance_on_laptop_desktop_PCs.pdf

JPEG 2000 is widely used in the media and entertainment industry for Digital Cinema distribution, studio video masters and broadcast contribution links. High Throughput JPEG 2000 (HTJ2K or JPEG 2000 Part 15) is an update to JPEG 2000 that provides an order of magnitude speed up over legacy JPEG 2000 Part 1.

JPEG DNA

The JPEG Committee has continued its exploration of the coding of images in quaternary representations, as it is particularly suitable for DNA storage applications. The scope of JPEG DNA is the creation of a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers. During the 96th JPEG meeting, a new version of the overview document on Use Cases and Requirements for DNA-based Media Storage was issued and has been made publicly available. The JPEG Committee also updated two additional documents: the JPEG DNA Benchmark Codec and the JPEG DNA Common Test Conditions in order to allow for concrete exploration experiments to take place. This will allow further validation and extension of the JPEG DNA benchmark codec to simulate an end-to-end image storage pipeline using DNA and in particular, include biochemical noise simulation which is an essential element in practical implementations. A new branch has been created in the JPEG Gitlab that now contains two anchors and two JPEG DNA benchmark codecs.

Final Quote

“After successful calls for contributions, the JPEG Committee sets precedence by launching the collaborative phase of two learning based visual information coding standards, hence announcing the start of a new era in coding technologies relying on AI.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

Upcoming JPEG meetings are planned as follows:

  • No 97, will be held online from 24-28 October 2022.
  • No 98, will be in Sydney, Australia from 14-20 January 2022

JPEG Column: 95th JPEG Meeting

JPEG issues a call for proposals for JPEG Fake Media

The 95th JPEG meeting was held online from 25 to 29 April 2022. A Call for Proposals (CfP) was issued for JPEG Fake Media that aims at a standardisation framework for secure annotation of modifications in media assets. With this new initiative, JPEG endeavours to provide standardised means for the identification of the provenance of media assets that include imaging information. Assuring the provenance of the coded information is essential considering the current trends and possibilities on multimedia technology.

Fake Media standardisation aims the identification of image provenance.

This new initiative complements the ongoing standardisation of machine learning based codecs for images and point clouds. Both are expected to revolutionise the state of the art of coding standards, leading to compression rates beyond the current state of the art.

The 95th JPEG meeting had the following highlights:

  • JPEG Fake Media issues a Call for Proposals;
  • JPEG AI
  • JPEG Pleno Point Cloud Coding;
  • JPEG Pleno Light Fields quality assessment;
  • JPEG AIC near perceptual lossless quality assessment;
  • JPEG NFT exploration;
  • JPEG DNA explorations
  • JPEG XS 2nd edition published;
  • JPEG XL 2nd edition.

The following summarises the major achievements of the 95th JPEG meeting.

JPEG Fake Media

At its 95th JPEG meeting, the committee issued a Final Call for Proposals (CfP) on JPEG Fake Media. The scope of JPEG Fake Media is the creation of a standard that can facilitate the secure and reliable annotation of media asset creation and modifications. The standard shall address use cases that are in good faith as well as those with malicious intent. The call for proposals welcomes contributions that address at least one of the extensive list of requirements specified in the associated “Use Cases and Requirements for JPEG Fake Media” document. Proponents are highly encouraged to express their interest in submission of a proposal before 20 July 2022 and submit their final proposal before 19 October 2022. Full details about the timeline, submission requirements and evaluation processes are documented in the CfP available on jpeg.org.

JPEG AI

Following the JPEG AI joint ISO/IEC/ITU-T Call for Proposals issued after the 94th JPEG committee meeting, 14 registrations were received among which 12 codecs were submitted for the standard reconstruction task. For computer vision and image processing tasks, several teams have submitted compressed domain decoders, notably 6 for image classification. Prior to the 95th JPEG meeting, the work was focused on the management of the Call for Proposals submissions and the creation of the test sets and the generation of anchors for standard reconstruction, image processing and computer vision tasks. Moreover, a dry run of the subjective evaluation of the JPEG AI anchors was performed with expert subjects and the results were analysed during this meeting, followed by additions and corrections to the JPEG AI Common Training and Test Conditions and the definition of several recommendations for the evaluation of the proposals, notably, the anchors, images and bitrates selection. A procedure for cross-check evaluation was also discussed and approved. The work will now focus on the evaluation of the Call for Proposals submissions, which is expected to be finalized at the 96th JPEG meeting.

JPEG Pleno Point Cloud Coding

JPEG Pleno is working towards the integration of various modalities of plenoptic content under a single and seamless framework. Efficient and powerful point cloud representation is a key feature within this vision. Point cloud data supports a wide range of applications for human and machine consumption including metaverse, autonomous driving, computer-aided manufacturing, entertainment, cultural heritage preservation, scientific research and advanced sensing and analysis. During the 95th JPEG meeting, the JPEG Committee reviewed the responses to the Final Call for Proposals on JPEG Pleno Point Cloud Coding. Four responses have been received from three different institutions. At the upcoming 96th JPEG meeting, the responses to the Call for Proposals will be evaluated with a subjective quality evaluation and objective metric calculations.

JPEG Pleno Light Field

The JPEG Pleno standard tools provide a framework for coding new imaging modalities derived from representations inspired by the plenoptic function. The image modalities addressed by the current standardization activities are light field, holography, and point clouds, where these image modalities describe different sampled representations of the plenoptic function. Therefore, to properly assess the quality of these plenoptic modalities, specific subjective and objective quality assessment methods need to be designed.

In this context, JPEG has launched a new standardisation effort known as JPEG Pleno Quality Assessment. It aims at providing a quality assessment standard, defining a framework that includes subjective quality assessment protocols and objective quality assessment procedures for lossy decoded data of plenoptic modalities for multiple use cases and requirements. The first phase of this effort will address the light field modality.

To assist this task, JPEG has issued the “JPEG Pleno Draft Call for Contributions on Light Field Subjective Quality Assessment”, to collect new procedures and best practices with regard to light field subjective quality assessment methodologies to assess artefacts induced by coding algorithms. All contributions, which can be test procedures, datasets, and any additional information, will be considered to develop the standard by consensus among the JPEG experts following a collaborative process approach.

The Final Call for Contributions will be issued at the 96th JPEG meeting. The deadline for submission of contributions is 18 December 2022.

JPEG AIC

During the 95th JPEG Meeting, the committee released the Draft Call for Contributions on Subjective Image Quality Assessment.

The new JPEG AIC standard will be developed considering all the submissions to the Call for Contributions in a collaborative process. The deadline for the submission is set for 14 October 2022. Multiple types of contributions are accepted, notably subjective assessment methods including supporting evidence and detailed description, test material, interchange format, software implementation, criteria and protocols for evaluation, additional relevant use cases and requirements, and any relevant evidence or literature.

The JPEG AIC committee has also started the preparation of a workshop on subjective assessment methods for the investigated quality range, which will be held at the end of June. The workshop targets obtaining different views on the problem, and will include both internal and external speakers, as well as a Q&A panel. Experts in the field of quality assessment and stakeholders interested in the use cases are invited.

JPEG NFT

After the joint JPEG NFT and Fake Media workshops it became evident that even though the use cases between both topics are different, there is a significant overlap in terms of requirements and relevant solutions. For that reason, it was decided to create a single AHG that covers both JPEG NFT and JPEG Fake Media explorations. The newly established AHG JPEG Fake Media and NFT will use the JPEG Fake Media mailing list.

JPEG DNA

The JPEG Committee has continued its exploration of the coding of images in quaternary representations, as it is particularly suitable for DNA storage applications. The scope of JPEG DNA is the creation of a standard for efficient coding of images that considers biochemical constraints and offers robustness to noise introduced by the different stages of the storage process that is based on DNA synthetic polymers. A new version of the overview document on DNA-based Media Storage: State-of-the-Art, Challenges, Use Cases and Requirements was issued and has been made publicly available. It was decided to continue this exploration by validating and extending the JPEG DNA benchmark codec to simulate an end-to-end image storage pipeline using DNA for future exploration experiments including biochemical noise simulation. During the 95th JPEG meeting, a new specific document describing the Use Cases and Requirements for DNA-based Media Storage was created which is made publicly available. A timeline for the standardization process was also defined. Interested parties are invited to consider joining the effort by registering to the JPEG DNA AHG mailing list.

JPEG XS

The JPEG Committee is pleased to announce that the 2nd editions of Part 1 (Core coding system), Part 2 (Profiles and buffer models), and Part 3 (Transport and container formats) were published in March 2022. Furthermore, the committee finalized the work on Part 4 (Conformance testing) and Part 5 (Reference software), which are now entering the final phase for publication. With these last two parts, the committee’s work on the 2nd edition of the JPEG XS standards comes to an end, allowing to shift the focus to further improve the standard. Meanwhile, in response to the latest Use Cases and Requirements for JPEG XS v3.1, the committee received a number of technology proposals from Fraunhofer and intoPIX that focus on improving the compression performance for desktop content sequences. The proposals will now be evaluated and thoroughly tested and will form the foundation of the work towards a 3rd edition of the JPEG XS suite of standards. The primary goal of the 3rd edition is to deliver the same image quality as the 2nd edition, but with half of the required bandwidth.

JPEG XL

The second edition of JPEG XL Part 1 (Core coding system), with an improved numerical stability of the edge-preserving filter and numerous editorial improvements, has proceeded to the CD stage. Work on a second edition of Part 2 (File format) was initiated. Hardware coding was also further investigated. Preliminary software support has been implemented in major web browsers, image viewing and editing software, including popular tools such as FFmpeg, ImageMagick, libvips, GIMP, GDK and Qt. JPEG XL is now ready for wide-scale adoption.

Final Quote

“Recent development on creation and modification of visual information call for development of tools that can help protecting the authenticity and integrity of media assets. JPEG Fake Media is a standardised framework to deal with imaging provenance.” said Prof. Touradj Ebrahimi, the Convenor of the JPEG Committee.

Upcoming JPEG meetings are planned as follows:

  • No. 96, will be held online during 25-29 July 2022.