A curated list of VCM resources and approaches.
This list is maintained by: [IMRE] PKU (PI: Prof. Ling-Yu Duan) and [STRUCT] PKU (PI: Prof. Jiaying Liu)
- MPEG VCM info page and email list [Link]
- IEEE ICIP 2012 VCM Special Session [Call For Paper] [Submission Site]
- Advanced Image/Video Coding for Machine and Human Vision (IEEE ICIP 2020 Special Session), Organizers: Jiaying Liu, Anthony Vetro, Ling-Yu Duan, Dong Liu.
- Scalable Image Coding [Web] [PDF]
- Towards Coding for Human and Machine Vision: A Scalable Image Coding Approach (arXiv 2020), Yueyu Hu, Shuai Yang, Wenhan Yang, Ling-Yu Duan, Jiaying Liu.
- Emerging Coding Paradigm VCM [Web] [PDF]
- An Emerging Coding Paradigm VCM: A Scalable Coding Approach Beyond Feature and Signal (arXiv 2020), Sifeng Xia, Kunchangtai Liang, Wenhan Yang, Ling-Yu Duan and Jiaying Liu.
- Three FLow Model [Web] [PDF]
- Towards digital retina in smart cities: A model generation, utilization and communication paradigm (IEEE ICME 2019), Y. Lou, L. Duan, Y. Luo, Z. Chen, T. Liu, S. Wang, and W. Gao.
- Collaborative Computing [Web] [PDF]
- Toward intelligent visual sensing and low-cost analysis: A collaborative computing approach (IEEE VCIP 2019), Y. Bai, L. Duan, Y. Luo, S. Wang, Y. Wen, and W. Gao.
- Unified Infrastructure [Web] [PDF]
- Front-end smart visual sensing and back-end intelligent analysis: A unified infrastructure for economizing the visual system of city brain (IEEE JCAS 2019), Y. Lou, L. Duan, S. Wang, Z. Chen, Y. Bai, C. Chen, and W. Gao.
- Knowledge Service [Web] [PDF]
- Toward knowledge as a service over networks: A deep learning model communication paradigm (IEEE JSAC 2019), Z. Chen, L. Duan, S. Wang, Y. Lou, T. Huang, D. O. Wu, and W. Gao.
- Coarse-to-Fine Hyper-Prior [Web] [PDF]
- Coarse-to-Fine Hyper-Prior Modeling for Learned Image Compression (AAAI 2020), Yueyu Hu, Wenhan Yang, Jiaying Liu.
- Progressive Rethinking Network for in-Loop Filtering [Web] [PDF]
- Partition Tree Guided Progressive Rethinking Network for in-Loop Filtering of HEVC (IEEE ICIP 2019), Dezhao Wang, Sifeng Xia, Wenhan Yang, Yueyu Hu, Jiaying Liu.
- Deep Inter Prediction [Web] [Code] [PDF]
- Deep Inter Prediction via Pixel-Wise Motion Oriented Reference Generation (IEEE ICIP 2019), Sifeng Xia, Wenhan Yang, Yueyu Hu, Jiaying Liu.
- Deep Intra Prediction [Web] [Code] [PDF]
- Progressive Spatial Recurrent Neural Network for Intra Prediction (IEEE TMM 2019), Yueyu Hu, Wenhan Yang, Mading Li, and Jiaying Liu.
- CDVA [Web] [PDF]
- Compact descriptors for video analysis: The emerging MPEG standard (IEEE TMM 2019), L.-Y. Duan, Y. Lou, Y. Bai, T. Huang, W. Gao, V. Chandrasekhar, J. Lin, S. Wang, and A. C. Kot.
- CDVS [Web] [PDF]
- Overview of the MPEG-CDVS standard (IEEE TIP 2016), L.-Y. Duan, V. Chandrasekhar, J. Chen, J. Lin, Z. Wang, T. Huang, B. Girod, and W. Gao.
- Scalable Facial Image Compression [Web] [Code] [PDF]
- Scalable Facial Image Compression with Deep Feature Reconstruction (IEEE ICIP 2019), Shurun Wang, Shiqi Wang, Xinfeng Zhang, Shanshe Wang, Siwei Ma, Wen Gao.
- Detection-driven Image Compression [Web] [Code] [PDF]
- Beyond Coding: Detection-driven Image Compression with Semantically Structured Bit-stream (PCS 2019), Tianyu He, Simeng Sun, Zongyu Guo, Zhibo Chen.
- High efficiency compression for object detection [Web] [Code] [PDF]
- High efficiency compression for object detection (arXiv 2019), Hyomin Choi and Ivan V. Bajic.
- Hierarchical Feature Decorrelation [Web] [Code] [PDF]
- Deep Scalable Image Compression via Hierarchical Feature Decorrelation (PCS 2019), Zongyu Guo, Zhizheng Zhang, Zhibo Chen.
- Joint Feature and Texture Coding [Web] [Code] [PDF]
- Joint Feature and Texture Coding: Towards Smart Video Representation via Front-end Intelligence (IEEE TCSVT 2018), Siwei Ma, Xiang Zhang, Shiqi Wang, Xinfeng Zhang, Chuanmin Jia, Shanshe Wang.
- Data-driven interest point selection [Web] [Code] [PDF]
- Data-driven lightweight interest point selection for large-scale visual search (IEEE TMM 2018), F. Gao, X. Zhang, Y. Huang, Y. Luo, X. Li, and L.-Y. Duan.
- Survey and Case Study [Web] [PDF]
- Deep learning-based video coding: A review and a case study (ACM Computing Surveys 2020), Dong Liu, Yue Li, Jianping Lin, Houqiang Li, Feng Wu.
- Review [Web] [PDF]
- Image and Video Compression with Neural Networks: A Review (IEEE TCSVT 2019), Siwei Ma, Xinfeng Zhang, Chuanmin Jia, Zhenghui Zhao, Shiqi Wang, Shanshe Wang.
- Content-aware In-Loop Filter [Web] [PDF]
- Content-aware convolutional neural network for in-loop filtering in high efficiency video coding (IEEE TIP 2019), Chuanmin Jia, Shiqi Wang, Xinfeng Zhang, Shanshe Wang, Jiaying Liu, Shiliang Pu, Siwei Ma.
- Joint Spatial-Temporal Correlation Exploration [Web] [PDF]
- Learned Video Compression via Joint Spatial-Temporal Correlation Exploration (AAAI 2020), Haojie Liu, Han Shen, Lichao Huang, Ming Lu, Tong Chen, and Zhan Ma.
- Neural Compression + Non-Local Attention [Web] [PDF]
- Neural Image Compression via Non-Local Attention Optimization and Improved Context Modeling (arXiv 2019), T Chen, H Liu, Z Ma, Q Shen, X Cao, Y Wang.
- Multi-Frame Priors [Web] [PDF] [Web] [PDF]
- Learned Quality Enhancement via Multi-Frame Priors for HEVC Compliant Low-Delay Applications (arXiv 2019), M Lu, M Cheng, Y Xu, S Pu, Q Shen, Z Ma.
- Extreme Image Compression [Web] [PDF] [Web] [PDF]
- Extreme Image Compression via Multiscale Autoencoders With Generative Adversarial Optimization (arXiv 2019), C Huang, H Liu, T Chen, S Pu, Q Shen, Z Ma.
- Gated Context Model [Web] [PDF] [Web] [PDF]
- Gated Context Model with Embedded Priors for Deep Image Compression (arXiv 2019), H Liu, T Chen, P Guo, Q Shen, Z Ma.
- iWave [Web] [PDF]
- iWave: CNN-based wavelet-like transform for image compression (IEEE TMM 2020), Haichuan Ma, Dong Liu*, Ruiqin Xiong, Feng Wu.
- Responses to Joint Call for Proposals [Web] [PDF]
- Deep learning-based technology in responses to the joint call for proposals on video compression with capability beyond HEVC (IEEE TCSVT 2020), Dong Liu, Zhenzhong Chen, Shan Liu, Feng Wu.
- Frank-Wolfe Network [Web] [PDF]
- Frank-Wolfe network: An interpretable deep structure for non-sparse coding (IEEE TCSVT 2020), Dong Liu, Ke Sun, Zhangyang Wang, Runsheng Liu, Zheng-Jun Zha.
- Arithmetic Coding [Web] [PDF]
- Convolutional neural network-based arithmetic coding for HEVC intra-predicted residues (IEEE TCSVT 2020), Changyue Ma, Dong Liu, Xiulian Peng, Li Li, Feng Wu.
- Quadtree-Based Coding Framework [Web] [PDF]
- Quadtree-based coding framework for high density camera array based light field image (IEEE TCSVT 2020), Li Li, Zhu Li, Bin Li, Dong Liu, Houqiang Li.
- GAN Intra Prediction [Web] [PDF]
- Generative Adversarial Network Based Intra Prediction for Video Coding (IEEE TMM 2020), Linwei Zhu, Sam Kwong, Yun Zhang, Shiqi Wang, Xu Wang.
- Intelligent Driving [Web] [Code] [PDF]
- Spike coding for dynamic vision sensor in intelligent driving (IEEE Internet of Things Journal 2019), S. Dong, Z. Bi, Y. Tian, and T. Huang.
- Inter-Spike Intervals [Web] [Code] [PDF]
- An efficient coding method for spike camera using inter-spike intervals (DCC 2019), S. Dong, L. Zhu, D. Xu, Y. Tian, and T. Huang.
- Lossy Compression [Web] [Code] [PDF]
- Spike coding: Towards lossy compression for dynamic vision sensor (DCC 2019), Y. Fu, J. Li, S. Dong, Y. Tian, and T. Huang.