人物經歷
2005年博士畢業於
中國科學院計算技術研究所。2005年8月至2007年8月在
美國南加州大學進行博士後研究,之後到北大工作至今。2013年獲國家自然科學基金委優青項目資助,2015年入選中組部第二批青年拔尖人才計畫。
研究方向
視頻編碼及處理超高清視頻編碼、三維視頻編碼、視覺編碼
學術成果
已發表SCI論文40餘篇,合作出版專著2項,已獲授權發明專利40多項。承擔過
國家自然科學基金、863計畫、科技支撐等多項國家級課題。
發表論文
2016
J. Mu, X. Zhang, R. Xiong, S. Ma, and W. Gao, “Adaptive multi-dimension sparsity based coefficient estimation for compression artifact reduction,” inIEEE International Conference on Multimedia and Expo, ICME 2016, Seattle, WA, USA, July 11-15, 2016, 2016, pp. 1–6
X. Zhang, et al., “Globally Variance-Constrained Sparse Representation for Image Set Compression,”CoRR, vol. abs/1608.04902, 2016.
F. Luo, S. Wang, N. Zhang, S. Ma, and W. Gao, “GPU based sample adaptive offset parameter decision and perceptual optimization for HEVC,” inIEEE International Symposium on Circuits and Systems, ISCAS 2016, Montréal, QC, Canada, May 22-25, 2016, 2016, pp. 2687–2690.
L. Xie, X. Zhang, S. Wang, X. Zhang, and S. Ma, “Quality assessment of tone-mapped images based on sparse representation,” inIEEE International Symposium on Circuits and Systems, ISCAS 2016, Montréal, QC, Canada, May 22-25, 2016, 2016, pp. 2218–2221.
Y. Li, Y. Wang, S. Wang, and S. Ma, “An adaptative bitrate algorithm for DASH,” in2016 IEEE International Conference on Multimedia & Expo Workshops, ICME Workshops 2016, Seattle, WA, USA, July 11-15, 2016, 2016, pp. 1–4.
K. Gu, et al., “Blind Quality Assessment of Tone-Mapped Images Via Analysis of Information, Naturalness, and Structure,”IEEE Trans. Multimedia, vol. 18, pp. 432–443, 2016.
J. Zhang, R. Xiong, C. Zhao, Y. Zhang, S. Ma, and W. Gao, “CONCOLOR: Constrained Non-Convex Low-Rank Model for Image Deblocking,”IEEE Trans. Image Processing, vol. 25, pp. 1246–1259, 2016.
K. Gu, S. Wang, G. Zhai, S. Ma, X. Yang, and W. Zhang, “Content-weighted mean-squared error for quality assessment of compressed images,”Signal, Image and Video Processing, vol. 10, pp. 803–810, 2016.
S. Wang, K. Gu, S. Ma, W. Lin, X. Liu, and W. Gao, “Guided Image Contrast Enhancement Based on Retrieved Images in Cloud,”IEEE Trans. Multimedia, vol. 18, pp. 219–232, 2016.
S. Wang, K. Gu, S. Ma, and W. Gao, “Joint Chroma Downsampling and Upsampling for Screen Content Image,”IEEE Trans. Circuits Syst. Video Techn., vol. 26, pp. 1595–1609, 2016.
S. Wang, L. Ma, Y. Fang, W. Lin, S. Ma, and W. Gao, “Just Noticeable Difference Estimation for Screen Content Images,”IEEE Trans. Image Processing, vol. 25, pp. 3838–3851, 2016.
S. Wang, et al., “Low complexity encoder optimization for HEVC,”J. Visual Communication and Image Representation, vol. 35, pp. 120–131, 2016.
X. Zhang, W. Lin, R. Xiong, X. Liu, S. Ma, and W. Gao, “Low-Rank Decomposition-Based Restoration of Compressed Images via Adaptive Noise Estimation,”IEEE Trans. Image Processing, vol. 25, pp. 4158–4171, 2016.
S. Ma, X. Zhang, J. Zhang, C. Jia, S. Wang, and W. Gao, “Nonlocal In-Loop Filter: The Way Toward Next-Generation Video Coding?,”IEEE MultiMedia, vol. 23, pp. 16–26, 2016.
Z. Wang, J. Ma, F. Luo, and S. Ma, “Adaptive motion vector resolution prediction in block-based video coding,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
C. Zhao, J. Zhang, S. Ma, R. Xiong, and W. Gao, “A dual structured-sparsity model for compressive-sensed video reconstruction,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
J. Cui, S. Wang, N. Zhang, and S. Ma, “An optimized probability estimation model for binary arithmetic coding,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
J. Ma, F. Luo, S. Wang, N. Zhang, and S. Ma, “Parallel intra coding for HEVC on CPU plus GPU platform,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
X. Zhang, W. Lin, S. Ma, S. Wang, and W. Gao, “Rate-distortion based sparse coding for image set compression,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
Q. Song, R. Xiong, X. Zhang, S. Ma, and W. Gao, “Registration of under-sampled images via higher resolution spectrum restoration,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
Q. Song, R. Xiong, X. Fan, S. Ma, and W. Gao, “Registration-reliability based strategy to enhance multi-frame super-resolution algorithms,” in2015 Visual Communications and Image Processing, VCIP 2015, Singapore, December 13-16, 2015, 2015, pp. 1–4.
X. Zhang, S. Wang, K. Gu, T. Jiang, S. Ma, and W. Gao, “Sparse Structural Similarity for Objective Image Quality Assessment,” in2015 IEEE International Conference on Systems, Man, and Cybernetics, Kowloon Tong, Hong Kong, October 9-12, 2015, 2015, pp. 1561–1566
J. Fan, et al., “Adaptive boundary dependent transform optimization for HEVC,” in2015 Picture Coding Symposium, PCS 2015, Cairns, Australia, May 31 - June 3, 2015, 2015, pp. 149–153.
Q. Song, R. Xiong, S. Ma, X. Fan, and W. Gao, “High accuracy sub-pixel image registration under noisy condition,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 1674–1677.
S. Shi, R. Xiong, S. Ma, X. Fan, and W. Gao, “Image compressive sensing using overlapped block projection and reconstruction,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 1670–1673.
S. Di, Z. Zhang, S. Wang, N. Zhang, and S. Ma, “Image guided label map propagation in video sequences,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 2820–2823.
X. Zhang, W. Lin, S. Wang, and S. Ma, “Nonlocal Adaptive In-Loop Filter via Content-Dependent Soft-Thresholding for HEVC,” in2015 IEEE International Symposium on Multimedia, ISM 2015, Miami, FL, USA, December 14-16, 2015, 2015, pp. 465–470
J. Zhang, C. Jia, S. Ma, and W. Gao, “Non-Local Structure-Based Filter for Video Coding,” in2015 IEEE International Symposium on Multimedia, ISM 2015, Miami, FL, USA, December 14-16, 2015, 2015, pp. 301–306.
X. Zhang, S. Wang, S. Ma, and W. Gao, “A study on interest point guided visual saliency,” in2015 Picture Coding Symposium, PCS 2015, Cairns, Australia, May 31 - June 3, 2015, 2015, pp. 307–311.
S. Shi, X. Zhang, S. Wang, R. Xiong, and S. Ma, “Study on subjective quality assessment of Screen Content Images,” in2015 Picture Coding Symposium, PCS 2015, Cairns, Australia, May 31 - June 3, 2015, 2015, pp. 75–79.
S. Tan, S. Ma, S. Wang, and W. Gao, “Synthesized Views Distortion Model Based Rate Control in 3D-HEVC,” inAdvances in Multimedia Information Processing - PCM 2015 - 16th Pacific-Rim Conference on Multimedia, Gwangju, South Korea, September 16-18, 2015, Proceedings, Part II, 2015, pp. 24–32.
C. Zhao, S. Ma, and W. Gao, “Thousand to one: An image compression system via cloud search,” in17th IEEE International Workshop on Multimedia Signal Processing, MMSP 2015, Xiamen, China, October 19-21, 2015, 2015, pp. 1–5.
J. Mu, R. Xiong, X. Fan, and S. Ma, “Compression artifact reduction for low bit-rate images based on non-local similarity and across-resolution coherence,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 129–132.
Z. Huang, L. - Y. Duan, J. Lin, S. Wang, S. Ma, and T. Huang, “An efficient coding framework for compact descriptors extracted from video sequence,” in2015 IEEE International Conference on Image Processing, ICIP 2015, Quebec City, QC, Canada, September 27-30, 2015, 2015, pp. 3822–3826
X. Zhang, S. Wang, S. Wang, S. Ma, and W. Gao, “Feature-matching based motion prediction for high efficiency video coding in cloud,” in2015 IEEE International Conference on Multimedia & Expo Workshops, ICME Workshops 2015, Turin, Italy, June 29 - July 3, 2015, 2015, pp. 1–6.
J. Zhang, S. Ma, Y. Zhang, and W. Gao, “Image deblocking using group-based sparse representation and quantization constraint prior,” in2015 IEEE International Conference on Image Processing, ICIP 2015, Quebec City, QC, Canada, September 27-30, 2015, 2015, pp. 306–310.
J. Fan, S. Wang, S. Wang, R. Xiong, and S. Ma, “Inter-frame Correlation Based Quantization Parameter Offset Optimization for Screen Content Video Coding,” in2015 IEEE International Conference on Multimedia Big Data, BigMM 2015, Beijing, China, April 20-22, 2015, 2015, pp. 420–423.
X. Zhang, Y. Zhang, W. Lin, S. Ma, and W. Gao, “An inter-image redundancy measure for image set compression,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 1274–1277
F. Luo, S. Ma, J. Ma, H. Qi, L. Su, and W. Gao, “Multiple layer parallel motion estimation on GPU for High Efficiency Video Coding (HEVC),” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 1122–1125.
K. Gu, S. Wang, G. Zhai, S. Ma, and W. Lin, “Screen image quality assessment incorporating structural degradation measurement,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 125–128.
S. Ma, T. Huang, and W. Gao, “The second generation IEEE 1857 video coding standard,” inIEEE China Summit and International Conference on Signal and Information Processing, ChinaSIP 2015, Chengdu, China, July 12-15, 2015, 2015, pp. 171–175.
X. Zhang, S. Wang, S. Ma, R. Xiong, and W. Gao, “Towards accurate visual information estimation with Entropy of Primitive,” in2015 IEEE International Symposium on Circuits and Systems, ISCAS 2015, Lisbon, Portugal, May 24-27, 2015, 2015, pp. 1046–1049
S. Ma, T. Huang, C. Reader, and W. Gao, “AVS2 ? Making Video Coding Smarter [Standards in a Nutshell],”IEEE Signal Process. Mag., vol. 32, pp. 172–183, 2015.
S. Wang, K. Gu, S. Ma, W. Lin, X. Zhang, and W. Gao, “Cloud Based Image Contrast Enhancement,” in2015 IEEE International Conference on Multimedia Big Data, BigMM 2015, Beijing, China, April 20-22, 2015, 2015, pp. 148–155.
X. Zhang, W. Lin, J. Liu, and S. Ma, “Compression noise estimation and reduction via patch clustering,” inAsia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2015, Hong Kong, December 16-19, 2015, 2015, pp. 715–718.
X. Zhang, S. Wang, S. Ma, and W. Gao, “Towards Accurate and Efficient Image Quality Assessment with Interest Points,” in2015 IEEE International Conference on Multimedia Big Data, BigMM 2015, Beijing, China, April 20-22, 2015, 2015, pp. 164–170.
X. Zhang, R. Xiong, W. Lin, S. Ma, J. Liu, and W. Gao, “Video Compression Artifact Reduction via Spatio-Temporal Multi-Hypothesis Prediction,”IEEE Trans. Image Processing, vol. 24, pp. 6048–6061, 2015.
X. Zhang, R. Xiong, S. Ma, G. Li, and W. Gao, “Video super-resolution with registration-reliability regulation and adaptive total variation,”J. Visual Communication and Image Representation, vol. 30, pp. 181–190, 2015.
2014
S. Tan, J. Si, S. Ma, S. Wang, and W. Gao, “Adaptive frame level rate control in 3D-HEVC,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 382–385.
S. Wang, S. Ma, X. Jiang, J. Fan, D. Zhao, and W. Gao, “A fast intra optimization algorithm for HEVC,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 241–244.
J. Ma, F. Luo, S. Wang, and S. Ma, “Flexible CTU-level parallel motion estimation by CPU and GPU pipeline for HEVC,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 282–285.
J. Zhang, D. Zhao, R. Xiong, S. Ma, and W. Gao, “Image Restoration Using Joint Statistical Modeling in Space-Transform Domain,”CoRR, vol. abs/1405.3173, 2014.
L. Chen, et al., “Low-cost multi-hypothesis motion compensation for video coding,” inVisual Information Processing and Communication V, San Francisco, California, USA, February 5-6, 2014, 2014, pp. 902903.
C. Zhao, S. Ma, and W. Gao, “Video compressive sensing via structured Laplacian modelling,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 402–405.
L. Ma, H. Qi, S. Zhu, and S. Ma, “A fast background model based surveillance video coding in HEVC,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 237–240.
X. Jiang, Q. Yu, K. Zhang, S. Ma, H. Qi, and S. Lei, “A flexible reference picture management scheme,” in2013 IEEE International Conference on Multimedia and Expo Workshops, Chengdu, China, July 14-18, 2014, 2014, pp. 1–6.
H. Liu, R. Xiong, S. Ma, X. Fan, and W. Gao, “Gradient based image transmission and reconstruction using non-local gradient sparsity regularization,” inIEEE International Conference on Multimedia and Expo, ICME 2014, Chengdu, China, July 14-18, 2014, 2014, pp. 1–6.
H. Liu, R. Xiong, S. Ma, X. Fan, and W. Gao, “Gradient based image/video softcast with grouped-patch collaborative reconstruction,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 141–144.
C. Zhao, S. Ma, and W. Gao, “Image compressive-sensing recovery using structured laplacian sparsity in DCT domain and multi-hypothesis prediction,” inIEEE International Conference on Multimedia and Expo, ICME 2014, Chengdu, China, July 14-18, 2014, 2014, pp. 1–6.
Z. Song, R. Xiong, S. Ma, X. Fan, and W. Gao, “Layered image/video softcast with hybrid digital-analog transmission for robust wireless visual communication,” inIEEE International Conference on Multimedia and Expo, ICME 2014, Chengdu, China, July 14-18, 2014, 2014, pp. 1–6.
H. Liu, R. Xiong, S. Ma, X. Fan, and W. Gao, “Non-local extension of total variation regularization for image restoration,” inIEEE International Symposium on Circuits and Systemss, ISCAS 2014, Melbourne, Victoria, Australia, June 1-5, 2014, 2014, pp. 1102–1105
Q. Yu, Y. Chen, L. Zhang, and S. Ma, “Sample edge offset compensation for HEVC based 3D Video Coding,” in2013 IEEE International Conference on Multimedia and Expo Workshops, Chengdu, China, July 14-18, 2014, 2014, pp. 1–6.
L. Chen, R. Wang, and S. Ma, “Tagged multi-hypothesis motion compensation scheme for video coding,” in2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014, Valletta, Malta, December 7-10, 2014, 2014, pp. 117–120.
Z. Song, R. Xiong, X. Fan, S. Ma, and W. Gao, “Transform domain energy modeling of natural images for wireless SoftCast optimization,” inIEEE International Symposium on Circuits and Systemss, ISCAS 2014, Melbourne, Victoria, Australia, June 1-5, 2014, 2014, pp. 1114–1117.
X. Zhang, R. Xiong, S. Ma, and W. Gao, “Artifact reduction of compressed video via three-dimensional adaptive estimation of transform coefficients,” in2014 IEEE International Conference on Image Processing, ICIP 2014, Paris, France, October 27-30, 2014, 2014, pp. 4567–4571
Z. He, L. Yu, X. Zheng, and S. Ma, “AVS2-video coding standard - An application-oriented and high perforamce video coding standard,” in2013 IEEE International Conference on Multimedia and Expo Workshops, Chengdu, China, July 14-18, 2014, 2014, pp. 1–5.
Y. Wang, X. Fan, L. Zhao, S. Ma, D. Zhao, and W. Gao, “A fast intra coding algorithm for HEVC,” in2014 IEEE International Conference on Image Processing, ICIP 2014, Paris, France, October 27-30, 2014, 2014, pp. 4117–4121.
L. Zhao, X. Fan, S. Ma, and D. Zhao, “Fast intra-encoding algorithm for High Efficiency Video Coding,”Sig. Proc.: Image Comm., vol. 29, pp. 935–944, 2014.
R. Xiong, H. Liu, S. Ma, X. Fan, F. Wu, and W. Gao, “G-CAST: Gradient Based Image SoftCast for Perception-Friendly Wireless Visual Communication,” inData Compression Conference, DCC 2014, Snowbird, UT, USA, 26-28 March, 2014, 2014, pp. 133–142.
Z. Song, R. Xiong, S. Ma, and W. Gao, “Hybridcast: A wireless image/video SoftCast scheme using layered representation and hybrid digital-analog modulation,” in2014 IEEE International Conference on Image Processing, ICIP 2014, Paris, France, October 27-30, 2014, 2014, pp. 6001–6005.
J. Zhang, D. Zhao, R. Xiong, S. Ma, and W. Gao, “Image Restoration Using Joint Statistical Modeling in a Space-Transform Domain,”IEEE Trans. Circuits Syst. Video Techn., vol. 24, pp. 915–928, 2014.
S. Wang, S. Ma, D. Zhao, and W. Gao, “Lagrange multiplier based perceptual optimization for high efficiency video coding,” inAsia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014, Chiang Mai, Thailand, December 9-12, 2014, 2014, pp. 1–4.
S. Ma, S. Wang, and W. Gao, “Low Complexity Adaptive View Synthesis Optimization in HEVC Based 3D Video Coding,”IEEE Trans. Multimedia, vol. 16, pp. 266–271, 2014.
B. Wu, N. Zhang, S. Ma, D. Zhao, and W. Gao, “Optimal entropy-constrained non-uniform scalar quantizer design for low bit-rate pixel domain DVC,”Multimedia Tools Appl., vol. 70, pp. 1799–1824, 2014.
W. Gao and S. Ma,Advanced Video Coding Systems. Springer, 2014.
W. Gao, Y. H. Tian, T. Huang, S. Ma, and X. Zhang, “The IEEE 1857 Standard: Empowering Smart Video Surveillance Systems,”IEEE Intelligent Systems, vol. 29, pp. 30–39, 2014.
2013
X. Zhang, S. Wang, S. Ma, S. Liu, and W. Gao, “Entropy of primitive: A top-down methodology for evaluating the perceptual visual information,” in2013 Visual Communications and Image Processing, VCIP 2013, Kuching, Malaysia, November 17-20, 2013, 2013, pp. 1–6.
N. Zhang, et al., “Improved disparity vector derivation in 3D-HEVC,” in2013 Visual Communications and Image Processing, VCIP 2013, Kuching, Malaysia, November 17-20, 2013, 2013, pp. 1–5.
R. Xiong, F. Wu, X. Fan, C. Luo, S. Ma, and W. Gao, “Power-distortion optimization for wireless image/video SoftCast by transform coefficients energy modeling with adaptive chunk division,” in2013 Visual Communications and Image Processing, VCIP 2013, Kuching, Malaysia, November 17-20, 2013, 2013, pp. 1–6.
J. Si, S. Ma, and W. Gao, “Efficient bit allocation and CTU level rate control for High Efficiency Video Coding,” in30th Picture Coding Symposium, PCS 2013, San Jose, CA, USA, December 8-11, 2013, 2013, pp. 89–92
榮譽獎項
曾獲全國優秀博士論文獎(2007)、國家技術發明獎二等獎(排名第五,2006)、國家科學技術進步獎二等獎(排名第五,2012)、首屆AVS技術獎(2004)、中國標準創新貢獻獎一等獎(2007)、IEEE 1857國際標準貢獻獎(2013)。
2021年,榮獲2020年度國家技術發明一等獎。
2022年9月,榮獲2022年“科學探索獎”。
2023年11月22日,入選美國電子電氣工程師學會發布的2024年IEEE Fellow名單。