Journal papers

  • (Early Access) Dongmei Xue, Li Li, Dong Liu, Houqiang Li. Lightweight context model equipped aiWave in response to the AVS call for evidence on volumetric medical image coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). DOI
  • (Early Access) Xihua Sheng, Li Li, Dong Liu, Houqiang Li. Spatial decomposition and temporal fusion based inter prediction for learned video compression. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). DOI
  • (Early Access) Xihua Sheng, Li Li, Dong Liu, Houqiang Li. VNVC: A versatile neural video coding framework for efficient human-machine vision. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). DOI
  • (Early Access) Cunhui Dong, Haichuan Ma, Zhuoyuan Li, Li Li, Dong Liu. Temporal wavelet transform-based low-complexity perceptual quality enhancement of compressed video. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). DOI
  • Runyu Yang, Dong Liu, Siwei Ma, Feng Wu, Wen Gao. Perceptual quality-oriented rate allocation via distillation from end-to-end image compression. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM). DOI
  • Shuai Huo, Dong Liu, Haotian Zhang, Li Li, Siwei Ma, Feng Wu, Wen Gao. Towards hybrid-optimization video coding. ACM Computing Surveys. DOI
  • Junqi Liao, Li Li, Dong Liu, Houqiang Li. Content-adaptive rate-distortion modeling for frame-level rate control in Versatile Video Coding. IEEE Transactions on Multimedia (TMM). DOI
  • Dongmei Xue, Haichuan Ma, Li Li, Dong Liu, Zhiwei Xiong, Houqiang Li. DBVC: An end-to-end deep 3-D biomedical video coding framework. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). DOI
  • Yanchen Zuo, Changsheng Gao, Dong Liu, Li Li, Yueyi Zhang, Xiaoyan Sun. Learned rate-distortion cost prediction for ultrafast screen content intra coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). DOI
  • Xihua Sheng, Jiahao Li, Bin Li, Li Li, Dong Liu, Yan Lu. Temporal context mining for learned video compression. IEEE Transactions on Multimedia (TMM). vol 25, pp 7311-7322. DOI
  • Aolin Feng, Kang Liu, Dong Liu, Li Li, Feng Wu. Partition map prediction for fast block partitioning in VVC intra-frame coding. IEEE Transactions on Image Processing (TIP). vol 32, pp 2237-2251. DOI
  • Haisheng Fu, Feng Liang, Jianping Lin, Bing Li, Mohammad Akbari, Jie Liang, Guohe Zhang, Dong Liu, Chengjie Tu, Jingning Han. Learned image compression with Gaussian-Laplacian-logistic mixture model and concatenated residual modules. IEEE Transactions on Image Processing (TIP). vol 32, pp 2063-2076. DOI
  • Changsheng Gao, Dong Liu, Li Li, Feng Wu. Towards task-generic image compression: A study of semantics-oriented metrics. IEEE Transactions on Multimedia (TMM). vol 25, pp 721-735. DOI
  • Dongmei Xue, Haichuan Ma, Li Li, Dong Liu, Zhiwei Xiong. aiWave: Volumetric image compression with 3-D trained affine wavelet-like transform. IEEE Transactions on Medical Imaging (TMI). vol 42, no 3, pp 606-618. DOI
  • Haichuan Ma, Dong Liu, Feng Wu. Rectified Wasserstein generative adversarial networks for perceptual image restoration. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). vol 45, no 3, pp 3648-3663. DOI
  • Changsheng Gao, Li Li, Dong Liu, Zhibo Chen, Weiping Li, Feng Wu. Two-step fast mode decision for intra coding of screen content. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 32, no 8, pp 5608-5622. DOI
  • Xihua Sheng, Li Li, Dong Liu, Zhiwei Xiong. Attribute artifacts removal for geometry-based point cloud compression. IEEE Transactions on Image Processing (TIP). vol 31, pp 3399-3413. DOI
  • Xihua Sheng, Li Li, Dong Liu, Zhiwei Xiong, Zhu Li, Feng Wu. Deep-PCAC: An end-to-end deep lossy compression framework for point cloud attributes. IEEE Transactions on Multimedia (TMM). vol 24, pp 2617-2632. DOI
  • Haichuan Ma, Dong Liu, Ning Yan, Houqiang Li, Feng Wu. End-to-end optimized versatile image compression with wavelet-like transform. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). vol 44, no 3, pp 1247-1263. DOI
  • Kun Yang, Dong Liu, Zhibo Chen, Feng Wu, Weiping Li. Spatiotemporal generative adversarial network-based dynamic texture synthesis for surveillance video coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 32, no 1, pp 359-373. DOI
  • Kang Liu, Dong Liu, Li Li, Houqiang Li. Context-adaptive inverse quantization for inter-frame coding. IEEE Open Journal of Circuits and Systems (OJ-CAS). vol 2, pp 660-674. DOI
  • Ning Yan, Changsheng Gao, Dong Liu, Houqiang Li, Li Li, Feng Wu. SSSIC: Semantics-to-signal scalable image coding with learned structural representations. IEEE Transactions on Image Processing (TIP). vol 30, pp 8939-8954. DOI
  • Kang Liu, Dong Liu, Li Li, Ning Yan, Houqiang Li. Semantics-to-signal scalable image compression with learned revertible representations. International Journal of Computer Vision (IJCV). vol 129, no 9, pp 2605-2621. DOI
  • Yue Li, Yan Yi, Dong Liu, Li Li, Zhu Li, Houqiang Li. Neural-network-based cross-channel intra prediction. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM). vol 17, no 3, article no 77, pp 1-23. DOI
  • Yefei Wang, Dong Liu, Siwei Ma, Feng Wu, Wen Gao. Ensemble learning-based rate-distortion optimization for end-to-end image compression. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 31, no 3, pp 1193-1207. DOI
  • Shuai Huo, Dong Liu, Bin Li, Siwei Ma, Feng Wu, Wen Gao. Deep network-based frame extrapolation with reference frame alignment. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 31, no 3, pp 1178-1192. DOI
  • Dong Liu, Ke Sun, Zhangyang Wang, Runsheng Liu, Zheng-Jun Zha. Frank-Wolfe network: An interpretable deep structure for non-sparse coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 30, no 9, pp 3068-3080. DOI
  • Li Li, Zhu Li, Bin Li, Dong Liu, Houqiang Li. Quadtree-based coding framework for high-density camera array-based light field image. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 30, no 8, pp 2694-2708. DOI
  • Jiaying Liu, Dong Liu, Wenhan Yang, Sifeng Xia, Xiaoshuai Zhang, Yuanying Dai. A comprehensive benchmark for single image compression artifact reduction. IEEE Transactions on Image Processing (TIP). vol 29, pp 7845-7860. DOI
  • Haichuan Ma, Dong Liu, Ruiqin Xiong, Feng Wu. iWave: CNN-based wavelet-like transform for image compression. IEEE Transactions on Multimedia (TMM). vol 22, no 7, pp 1667-1679. DOI
  • Changyue Ma, Dong Liu, Xiulian Peng, Li Li, Feng Wu. Convolutional neural network-based arithmetic coding for HEVC intra-predicted residues. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 30, no 7, pp 1901-1916. DOI
  • Dong Liu, Zhenzhong Chen, Shan Liu, Feng Wu. Deep learning-based technology in responses to the joint call for proposals on video compression with capability beyond HEVC. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 30, no 5, pp 1267-1280. DOI
  • Dong Liu, Yue Li, Jianping Lin, Houqiang Li, Feng Wu. Deep learning-based video coding: A review and a case study. ACM Computing Surveys. vol 53, no 1, article no 11, pp 1-35. DOI
  • Jianping Lin, Dong Liu, Haitao Yang, Houqiang Li, Feng Wu. Convolutional neural network-based block up-sampling for HEVC. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 29, no 12, pp 3701-3715. DOI
  • Ning Yan, Dong Liu, Houqiang Li, Bin Li, Li Li, Feng Wu. Invertibility-driven interpolation filter for video coding. IEEE Transactions on Image Processing (TIP). vol 28, no 10, pp 4912-4925. DOI
  • Changyue Ma, Dong Liu, Xiulian Peng, Li Li, Feng Wu. Traffic surveillance video coding with libraries of vehicles and background. Journal of Visual Communication and Image Representation. vol 60, pp 426-440. DOI
  • Yue Li, Dong Liu, Houqiang Li, Li Li, Zhu Li, Feng Wu. Learning a convolutional neural network for image compact-resolution. IEEE Transactions on Image Processing (TIP). vol 28, no 3, pp 1092-1107. DOI
  • Ning Yan, Dong Liu, Houqiang Li, Bin Li, Li Li, Feng Wu. Convolutional neural network-based fractional-pixel motion compensation. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 29, no 3, pp 840-853. DOI
  • Yefei Wang, Dong Liu, Siwei Ma, Feng Wu, Wen Gao. Spherical coordinates transform-based motion model for panoramic video coding. IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS). vol 9, no 1, pp 98-109. DOI
  • Changyue Ma, Dong Liu, Xiulian Peng, Feng Wu, Houqiang Li, Tingting Wang. Reference clip for inter prediction in video coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 29, no 1, pp 130-143. DOI
  • Yue Li, Dong Liu, Houqiang Li, Li Li, Feng Wu, Hong Zhang, Haitao Yang. Convolutional neural network-based block up-sampling for intra frame coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 28, no 9, pp 2316-2330. DOI
  • Li Li, Houqiang Li, Dong Liu, Zhu Li, Haitao Yang, Sixin Lin, Huanbang Chen, Feng Wu. An efficient four-parameter affine motion model for video coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 28, no 8, pp 1934-1948. DOI
  • Fangdong Chen, Houqiang Li, Li Li, Dong Liu, Feng Wu. Block-composed background reference for high efficiency video coding. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). vol 27, no 12, pp 2639-2651. DOI
  • Li Li, Zhu Li, Bin Li, Dong Liu, Houqiang Li. Pseudo-sequence-based 2-D hierarchical coding structure for light-field image compression. IEEE Journal of Selected Topics in Signal Processing (J-STSP). vol 11, no 7, pp 1107-1119. DOI
  • Dong Liu, Dandan Wang, Houqiang Li. Recognizable or not: Towards image semantic quality assessment for compression. Sensing and Imaging. vol 18, no 1, pp 1-20. DOI
  • Li Li, Bin Li, Dong Liu, Houqiang Li. λ-domain rate control algorithm for HEVC scalable extension. IEEE Transactions on Multimedia (TMM). vol 18, no 10, pp 2023-2039. DOI
  • 贾川民, 马海川, 杨文瀚, 任文琦, 潘金山, 刘东, 刘家瑛, 马思伟. 视频处理与压缩技术. 中国图象图形学报. 26卷, 6期, 1179-1200页.
  • 刘东, 王叶斐, 林建平, 马海川, 杨闰宇. 端到端优化的图像压缩技术进展. 计算机科学. 48卷, 3期, 1-8页.
  • 刘东, 吴枫. 视频编码技术发展与趋势. 中国计算机学会通讯. 12卷, 6期, 20-23页.

Conference papers

  • Qiaoxi Chen, Changsheng Gao, Dong Liu. End-to-end learned scalable multilayer feature compression for machine vision tasks. DCC 2024
  • Changsheng Gao, Zhuoyuan Li, Li Li, Dong Liu, Feng Wu. Rethinking the joint optimization in video coding for machines: A case study. DCC 2024
  • Runyu Yang, Dong Liu, Feng Wu, Wen Gao. Static-scene video compression with neural radiance fields. DCC 2024
  • Chuanbo Tang, Xihua Sheng, Zhuoyuan Li, Haotian Zhang, Li Li, Dong Liu. Offline and online optical flow enhancement for deep video compression. AAAI 2024
  • Ziyi Zhuang, Li Li, Dong Liu. Temporal dependency-oriented deep in-loop filter for VVC. IFTC 2023
  • Yuqi Li, Haotian Zhang, Dong Liu. Flexible coding order for learned image compression. VCIP 2023
  • Feihong Mei, Li Li, Dong Liu. Variable-rate learned image compression with adaptive quantization step size. VCIP 2023
  • Hang Chen, Li Li, Dong Liu, Houqiang Li. Neural network-based occupancy map joint sampling for video-based point cloud compression. VCIP 2023
  • Junqi Liao, Li Li, Dong Liu, Houqiang Li. Reinforcement learning-based frame-level bit allocation for VVC. VCIP 2023
  • Bojun Liu, Shanshan Li, Xihua Sheng, Li Li, Dong Liu. Joint optimized point cloud compression for 3D object detection. ICIP 2023
  • Fan Ye, Li Li, Dong Liu. Content-adaptive block clustering for improving VVC adaptive loop filtering. ICIG 2023
  • Haotian Zhang, Junqi Liao, Yiheng Jiang, Li Li, Dong Liu. Padding-aware learned image compression. ISCAS 2023
  • Dongmei Xue, Cunhui Dong, Fan Ye, Hang Chen, Bowei Kang, Li Li, Dong Liu. iWavePro: An improved framework for iWave++. ISCAS 2023
  • Yao Li, Zhuoyuan Li, Li Li, Dong Liu, Houqiang Li. Global homography motion compensation for Versatile Video Coding. VCIP 2022
  • Cunhui Dong, Haichuan Ma, Dong Liu, John W. Woods. Wavelet-based learned scalable video coding. ISCAS 2022 (ISCAS Grand Challenge Top Creativity Award)
  • Shanshan Li, Li Li, Dong Liu, Houqiang Li. Spatially scalable video-based point cloud compression. ISCAS 2022
  • Ziqiu Zhang, Changyue Ma, Dong Liu, Li Li, Feng Wu. Improving VVC intra coding via probability estimation and fusion of multiple prediction modes. ICIG 2021
  • Dongmei Xue, Haichuan Ma, Li Li, Dong Liu, Zhiwei Xiong. iWave3D: End-to-end brain image compression with trainable 3-D wavelet transform. VCIP 2021
  • Jianping Lin, Dong Liu, Jie Liang, Houqiang Li, Feng Wu. A deeply modulated scheme for variable-rate video compression. ICIP 2021
  • Runyu Yang, Dong Liu, Siwei Ma, Feng Wu, Wen Gao. Knowledge distillation from end-to-end image compression to VVC intra coding for perceptual quality enhancement. ICIP 2021
  • Aolin Feng, Changsheng Gao, Li Li, Dong Liu, Feng Wu. CNN-based depth map prediction for fast block partitioning in HEVC intra coding. ICME 2021
  • Hengrui Zhao, Dong Liu, Houqiang Li. Efficient integer-arithmetic-only convolutional networks with bounded ReLU. ISCAS 2021
  • Jianping Lin, Dong Liu, Jie Liang, Houqiang Li, Feng Wu. Modulated variable-rate deep video compression. DCC 2021
  • Haichuan Ma, Dong Liu, Feng Wu. Improving compression artifact reduction via end-to-end learning of side information. VCIP 2020
  • Kun Yang, Dong Liu, Feng Wu. Deep learning-based nonlinear transform for HEVC intra coding. VCIP 2020
  • Runyu Yang, Ning Yan, Li Li, Dong Liu, Feng Wu. Chain code-based occupancy map coding for video-based point cloud compression. VCIP 2020
  • Shuo Gao, Yueyi Zhang, Dong Liu, Zhiwei Xiong. Volumetric end-to-end optimized compression for brain images. VCIP 2020
  • Ning Yan, Dong Liu, Houqiang Li, Feng Wu. Semantically scalable image coding with compression of feature maps. ICIP 2020
  • Ning Yan, Dong Liu, Houqiang Li, Feng Wu, Zhiwei Xiong, Zheng-Jun Zha. Towards semantically scalable image coding using semantic map. ISCAS 2020
  • Jianping Lin, Mohammad Akbari, Haisheng Fu, Qian Zhang, Shang Wang, Jie Liang, Dong Liu, Feng Liang, Guohe Zhang, Chengjie Tu. Learned variable-rate multi-frequency image compression using modulated generalized octave convolution. MMSP 2020
  • Jianping Lin, Dong Liu, Houqiang Li, Feng Wu. M-LVC: Multiple frames prediction for learned video compression. CVPR 2020
  • Yueyu Hu, Haichuan Ma, Dong Liu, Jiaying Liu. Compression artifact removal with ensemble learning of neural networks. CVPRW 2020
  • Changyue Ma, Dong Liu, Li Li, Yao Wang, Feng Wu. Convolutional neural network-based coefficients prediction for HEVC intra-predicted residues. DCC 2020
  • Haichuan Ma, Dong Liu, Ruiqin Xiong, Feng Wu. A CNN-based image compression scheme compatible with JPEG2000. ICIP 2019
  • Changyue Ma, Dong Liu, Xiulian Peng, Zheng-Jun Zha, Feng Wu. Neural network-based arithmetic coding for inter prediction information in HEVC. ISCAS 2019
  • Jianping Lin, Dong Liu, Houqiang Li, Feng Wu. Generative adversarial network-based frame extrapolation for video coding. VCIP 2018
  • Kang Liu, Dong Liu, Houqiang Li, Feng Wu. Convolutional neural network-based residue super-resolution for video coding. VCIP 2018
  • Yuanying Dai, Dong Liu, Zheng-Jun Zha, Feng Wu. A CNN-based in-loop filter with CU classification for HEVC. VCIP 2018
  • Ning Yan, Dong Liu, Bin Li, Houqiang Li, Tong Xu, Feng Wu. Convolutional neural network-based invertible half-pixel interpolation filter for video coding. ICIP 2018
  • Yue Li, Li Li, Zhu Li, Jianchao Yang, Ning Xu, Dong Liu, Houqiang Li. A hybrid neural network for chroma intra prediction. ICIP 2018
  • Changyue Ma, Dong Liu, Xiulian Peng, Feng Wu. Convolutional neural network-based arithmetic coding of DC coefficients for HEVC intra coding. ICIP 2018
  • Dong Liu, Zhenxin Zhang, Fangdong Chen, Houqiang Li, Feng Wu. Reflectance reference for intra-frame coding of surveillance video. PCM 2018
  • Shuai Huo, Dong Liu, Feng Wu, Houqiang Li. Convolutional neural network-based motion compensation refinement for video coding. ISCAS 2018
  • Dong Liu, Haichuan Ma, Zhiwei Xiong, Feng Wu. CNN-based DCT-like transform for image compression. MMM 2018
  • Wei Zhang, Dong Liu, Zhiwei Xiong, Jizheng Xu. SIFT-based adaptive prediction structure for light field compression. VCIP 2017
  • Rui Song, Dong Liu, Houqiang Li, Feng Wu. Neural network-based arithmetic coding of intra prediction modes in HEVC. VCIP 2017
  • Ye Li, Bin Li, Dong Liu, Zhibo Chen. A convolutional neural network-based approach to rate control in HEVC intra coding. VCIP 2017
  • Fangdong Chen, Dong Liu, Houqiang Li, Feng Wu. Fast encoding of surveillance videos based on HEVC. VCIP 2017
  • Qingyu Zhang, Dong Liu, Houqiang Li. Deep network-based image coding for simultaneous compression and retrieval. ICIP 2017
  • Yefei Wang, Li Li, Dong Liu, Feng Wu, Wen Gao. A new motion model for panoramic video coding. ICIP 2017
  • Kun Yang, Fangdong Chen, Dong Liu, Zhibo Chen, Weiping Li. Surveillance video coding with dynamic textural background detection. ICIP 2017
  • Changyue Ma, Dong Liu, Xiulian Peng, Feng Wu. Surveillance video coding with vehicle library. ICIP 2017
  • Ning Yan, Dong Liu, Houqiang Li, Feng Wu. A convolutional neural network approach for half-pel interpolation in video coding. ISCAS 2017
  • Li Li, Zhu Li, Bin Li, Dong Liu, Houqiang Li. Pseudo sequence based 2-D hierarchical coding structure for light-field image compression. DCC 2017
  • Yuanying Dai, Dong Liu, Feng Wu. A convolutional neural network approach for post-processing in HEVC intra coding. MMM 2017
  • Lei Guo, Dong Liu, Li Li, Feng Wu. Hierarchical quadtree-based flexible block ordering in HEVC intra coding. VCIP 2016 (VCIP 2016 Best 10% Paper Award)
  • Yue Li, Li Li, Dong Liu, Houqiang Li, Feng Wu. Combining directional intra prediction and intra block copy with block partition for HEVC. ICIP 2016
  • Dong Liu, Lizhi Wang, Li Li, Zhiwei Xiong, Feng Wu, Wenjun Zeng. Pseudo-sequence-based light field image compression. ICMEW 2016 (Winner of Grand Challenge on Light-Field Image Compression)
  • Fangdong Chen, Li Li, Dong Liu, Houqiang Li, Zhuoyi Lv, Haitao Yang. Efficient background picture coding for videos obtained from static cameras. VCIP 2015
  • Dandan Wang, Dong Liu, Fangdong Chen. Image semantic quality assessment for compression of car-plate images. VCIP 2015
  • Tong Shao, Dong Liu, Houqiang Li. Inter-picture prediction based on 3D point cloud model. ICIP 2015
  • Dong Liu, Tong Shao, Houqiang Li, Feng Wu. Three-dimensional point-cloud plus patches: Towards model-based image coding in the cloud. BigMM 2015
  • Dandan Wang, Dong Liu. SIFT-preserving compression of mobile-captured license plate images for recognition. WCSP 2014