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Compact Descriptors for Video Analysis: the Emerging MPEG Standard

arXiv 1704.08141 ↗First posted 26 Apr 2017cs.CVcited by 20

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Abstract (arXiv)

This paper provides an overview of the on-going compact descriptors for video analysis standard (CDVA) from the ISO/IEC moving pictures experts group (MPEG). MPEG-CDVA targets at defining a standardized bitstream syntax to enable interoperability in the context of video analysis applications. During the developments of MPEGCDVA, a series of techniques aiming to reduce the descriptor size and improve the video representation ability have been proposed. This article describes the new standard that is being developed and reports the performance of these key technical contributions.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Apr 2017.

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Citing papers per year: 2021: 4; 2022: 4; 2023: 6; 2024: 4; 2025: 2.

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  1. 2021Collaborative Intelligence: Challenges and Opportunitiescited by 18
  2. 2022A Coding Framework and Benchmark towards Low-Bitrate Video Understandingcited by 17
  3. 2023VNVC: A Versatile Neural Video Coding Framework for Efficient Human-Machine Visioncited by 13
  4. 2021End-to-end Compression Towards Machine Vision: Network Architecture Design and Optimizationcited by 12
  5. 2023Semantically Structured Image Compression via Irregular Group-Based Decouplingcited by 12
  6. 2023Scalable Face Image Coding via StyleGAN Prior: Towards Compression for Human-Machine Collaborative Visioncited by 11
  7. 2024SMC++: Masked Learning of Unsupervised Video Semantic Compressioncited by 11
  8. 2024Rate-Distortion-Cognition Controllable Versatile Neural Image Compressioncited by 11
  9. 2022Perceptual Video Coding for Machines via Satisfied Machine Ratio Modelingcited by 7
  10. 2023Prompt-ICM: A Unified Framework towards Image Coding for Machines with Task-driven Promptscited by 7
  11. 2023Machine Perception-Driven Image Compression: A Layered Generative Approachcited by 6
  12. 2024Task-Aware Encoder Control for Deep Video Compressioncited by 6
8 more
  1. 2024High Efficiency Image Compression for Large Visual-Language Modelscited by 6
  2. 2023VVS: Video-to-Video Retrieval with Irrelevant Frame Suppressioncited by 5
  3. 2022Task Oriented Video Coding: A Surveycited by 3
  4. 2025Multiscale Feature Importance-based Bit Allocation for End-to-End Feature Coding for Machinescited by 3
  5. 2021Human-Machine Collaborative Video Coding Through Cuboidal Partitioningcited by 2
  6. 2021Revisit Visual Representation in Analytics Taxonomy: A Compression Perspectivecited by 1
  7. 2022Video Coding for Machines: Partial transmission of SIFT featurescited by 1
  8. 2025UniMIC: Token-Based Multimodal Interactive Coding for Human-AI Collaborationcited by 0