--Guangming Shi, Yong Xiao, Yingyu Li, Xuemei Xie. From Semantic Communication to Semantic-aware Networking: Model, Architecture, and Open Problems. IEEE Communications Magazine, 2021.

--Guangming Shi, Zhongqiang Zhang, Dahua Gao, Jie Lin, Xuemei Xie, Danhua Liu,Knowledge-guided semantic computing network,Neurocomputing,426:70-84,2021.

--Yang Jiao, Guangming Shi, Trac D. Tran: Optical Flow Estimation via Motion Feature Recovery. ICIP2021.

--Yuan Cao, Guangming Shi,Tianzhu Zhang,Weisheng Dong，Jinjian Wu,Xuemei Xie,Xin Li.Bayesian Correlation Filter Learning with Gaussian Scale Mixture Model for Visual Tracking，IEEE Trans. on Circuits and Systems for Video Technology，2021.

--Jiao Yang, Shi Guangming, Tran Trac D. EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation, CVPR2021

--JianqiangSong, GuangmingShi, XuemeiXie, QingtaoWu, MingchuanZhang. Domain-aware Stacked AutoEncoders for zero-shot learning.Neurocomputing,429:118-131,2021

--Yi Niu, Yang Jiao, Guangming Shi: Attention-shift based deep neural network for fine-grained visual categorization. Pattern Recognition. 116: 107947 (2021)

--Yang Li, Boxun Fu, Fu Li, Guangming Shi, Wenming Zheng. A novel transferability attention neural network model for EEG emotion recognition. Neurocomputing 447: 92-101, 2021.

--Fangfang Wu, Tao Huang, Weisheng Dong, Guangming Shi, Zhonglong Zheng, Xin Li: Toward blind joint demosaicing and denoising of raw color filter array data. Neurocomputing 453: 369-382,2021.

--Hancheng Zhu, Leida Li,  Jinjian Wu, Weisheng Dong, Guangming Shi. Generalizable No-Reference Image Quality Assessment via Deep Meta-learning,IEEE Transactions on Circuits and Systems for Video Technology,2021.

--Jupo Ma, Jinjian Wu, Leida Li, Weisheng Dong, Xuemei Xie, Guangming Shi, Weisi Lin. Blind Image Quality Assessment With Active Inference. IEEE Trans. Image Process. 30: 3650-3663 ,2021.

--Leida Li, Yu Zhou, Jinjian Wu, Fu Li, Guangming Shi. Quality Index for View Synthesis by Measuring Instance Degradation and Global Appearance. IEEE Trans. Multim. 23: 320-332,2021.

--Jinjian Wu, Wen Yang, Leida Li, Weisheng Dong, Guangming Shi, Weisi Lin. Blind image quality prediction with hierarchical feature aggregation. Inf. Sci. 552: 167-182 ,2021.

----Jianan Li, Xuemei Xie, Yuhan Cao, Qingzhe Pan, Zhifu Zhao, Guangming Shi. Knowledge Embedded GCN for Skeleton-based Two-person Interaction Recognition. Neurocomputing, 444: 338-348,2021. 

--Qian Ning, Weisheng Dong, Guangming Shi, Leida Li, Xin Li. Accurate and Lightweight Image Super-Resolution With Model-Guided Deep Unfolding Network. IEEE J. Sel. Top. Signal Process. 15(2): 240-252,2021.

-- Zhongqiang Zhang, Danhua Liu, Dahua Gao, and Guangming Shi. S3Net: Spectral–Spatial–Semantic Network for Hyperspectral Image Classification With the Multiway Attention Mechanism.  IEEE Trans. Geoscience and Remote Sensing, accepted,2021.

--Tao Huang, Weisheng Dong, Xin Yuan, Jinjian Wu, Guangming Shi: Deep Gaussian Scale Mixture Prior for Spectral Compressive Imaging. CVPR(2021). 

--Kai Xiong, Guanghui Zhao, Yingbin Wang, Guangming Shi, Shuxuan Chen. Lq-SPB-Net: A Real-Time Deep Network for SAR Imaging and Despeckling, IEEE Trans. on Geoscience and Remote Sensing, pp.1 - 21,2021.

--Pengfei Wang, Chengquan Zhang, Fei Qi, Shanshan Liu, Xiaoqiang Zhang, Pengyuan Lyu, Junyu Han, Jingtuo Liu, Errui Ding, Guangming Shi.Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network. AAAI 2021: 2782-2790

--YingBing Wang, Guanghui Zhao*, Kai Xiong, Guangming Shi, Yumeng Zhang. Multi-Scale and Single-Scale fully convolutional networks for sound event detection, Neurocomputing, 421:51-65, 2021.

-- Fu Li, Xudong Shang, Qinglong Tao, Tianjiao Zhang, Guangming Shi, Yi Niu. Single-Shot Depth Sensing With Pseudo Two-Dimensional Sequence Coded Discrete Binary Pattern, IEEE Sensors Journal,21(9): 11075 - 11083,2021.

--- Boxun Fu, Fu Li * , Yi Niu, Hao Wu, Yang Li, Guangming Shi. Conditional generative adversarial network for EEG-based emotion fine-grained estimation and visualization. Journal of Visual Communication and Image Representation（JVCI）,74 (2021) 102982.

--Weisheng Dong, Chen Zhou, Fangfang Wu, Jinjian Wu, Guangming Shi, Xin Li: Model-Guided Deep Hyperspectral Image Super-Resolution. IEEE Trans. Image Processing. 30: 5754-5768, 2021.

--Juntong Liu, Yong Xiao, Yingyu Li, Guangming Shi, Walid Saad, H. Vincent Poor: Spatio-temporal Modeling for Large-scale Vehicular Networks Using Graph Convolutional Networks. ICC 2021: 1-6.

--Chenxin Xu, Rong Xia, Yong Xiao, Yingyu Li, Guangming Shi, Kwang-Cheng Chen: Federated Traffic Synthesizing and Classification Using Generative Adversarial Networks. ICC 2021: 1-6.

--Yong Xiao;Guangming Shi;Yingyu Li;Walid Saad;H. Vincent Poor. Toward Self-Learning Edge Intelligence in 6G. IEEE Communications Magazine,58(12): 34-40,2020.

-- Q. Ning, W. Dong, G. Shi, L. Li and X. Li. Accurate and lightweight image super-resolution with model-guided deep unfolding network. IEEE Journal of Selected Topics on Signal Processing, 2020.

--Wang Z, Li F, Shi G, et al. Network pruning using sparse learning and genetic algorithm. Neurocomputing, 2020, 404.

--J. Yang, X. Xie, G Shi, and W. Yang. A Feature-Enhanced Anchor-Free Network for UAV Vehicle Detection. Remote Sensing. 12(17):2729,2020. 

---K Xiong,G Zhao,Y Wang, G Shi. SPB-Net：A Deep Network for SAR Imaging and Despeckling with Downsampled Data.IEEE Trans. on Geoscience and Remote Sensing，2020.

--F.Wang, Z.Wang, X.Xie and G.Shi : A Multi-level Equilibrium Clustering Approach Unsupervised Person Re-identification. In 3rd Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2020. 

--X. Lu, H. Huang, W. Dong, G. Shi, and X. Li. Beyond network pruning: a joint  search-and-training approach. IJCAI, 2020. 

--Yan Zhu, Yi Niu, Fu Li, Chunbo Zou, ;Guangming Shi. Channel-Grouping Based Patch Swap For Arbitrary Style Transfer, 2020 IEEE International Conference on Image Processing (ICIP).

--Jinjian Wu, Chuanwei Ma, Xiaojie Yu, Guangming Shi. Denoising of Event-Based Sensors with Spatial-Temporal Correlation,2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2020).

--Jinjian Wu, Chuanwei Ma, Leida Li, Weisheng Dong, Guangming Shi. Probabilistic Undirected Graph Based Denoising Method for Dynamic Vision Sensor.  IEEE Trans. on Multimedia,  May. 2020. 

--T. Huang, W. Dong, J. Liu, F. Wu, G. Shi, and X. Li. Accelerating convolutional neural network via structured Gaussian scale mixture models: a joint grouping and pruning approach. IEEE Journal of Selected Topics on Signal Processing, in press, 2020.

--Q. Ning, W. Dong, F. Wu, J. Wu, J. Lin, and G. Shi. Spatial-temporal Gaussian scale mixture modeling for foreground estimation.  AAAI 2020. 

--Jinjian Wu, Jupo Ma, Fuhu Liang, Weisheng Dong, Guangming Shi, Weisi Lin. End-to-End Blind Image Quality Prediction with Cascaded Deep Neural Network.  IEEE Trans. on Image Processing, vol. 29, pp. 7414-7426, 2020. 

--Leida Li, Yu Zhou, Jinjian Wu, Fu Li, Guangming Shi. Quality Index for View Synthesis by Measuring Instance Degradation and Global Appearance. IEEE Trans. on Multimedia, DOI: 10.1109/TMM.2020.2980185, 2020.

--Leida Li, Xi Chen, Jinjian Wu, Shiqi Wang, Guangming Shi, “No-reference Quality Index of Depth Images Based on Statistics of Edge Profiles for View Synthesis”, Information Sciences, vol. 516, pp. 205-219, 2020.

--Hancheng Zhu, Leida Li*, Jinjian Wu, Weisheng Dong, Guangming Shi. MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 14143-14152, Seattle, USA, June 14-19, 2020. 

--Hancheng Zhu,Leida Li,Jinjian Wu,Sicheng Zhao,Guiguang Ding,Guangming Shi. Personalized Image Aesthetics Assessment via Meta-Learning With Bilevel Gradient Optimization, IEEE Trans. on Cybernetics,2020.

--Li J , Xie X , Pan Q , Cao Y， Zhao Z， Shi G. SGM-Net: Skeleton-Guided Multimodal Network for Action Recognition. Pattern Recognition, 2020, 104:107356. 

--Guangming Shi, Wenfei Wan, Jinjian Wu*, Xuemei Xie, Weisheng Dong, Hong Ren Wu, “SISRSet: Single Image Super-Resolution Subjective Evaluation Test and Objective Quality Assessment”, Neurocomputing, Volume 360, 30 September 2019, Pages 37-51.

--Fei Zhang, Guangming Shi. Co-Representation Network for Generalized Zero-Shot Learning,ICML2019. 

--Wu, Jinjian; Shi, Guangming; Lin, Weisi.A Survey of Visual Just Noticeable Difference Estimation. Frontiers of Computer Science, 2019,13(1): 4-15.

--Weiping Ji, Jinjian Wu∗, Guangming Shi, Wenfei Wan, Xuemei Xie. Blind Image Quality Assessment with Semantic Information. Journal of Visual Communication and Image Representation,vol.58:195-204,2019.

--Hao Li, Fei Qi, Guangming Shi, and Chunhuan Lin. A Multiscale Dilated Dense Convolutional Network for Saliency Prediction with Instance-Level Attention Competition.  Journal of Visual Communication and Image Representation, 64: 102611, Oct. 2019. 

--Du, X Xie, C Wang, G Shi, X Xu, Y Wang. Fully convolutional measurement network for compressive sensing image reconstruction.  Neurocomputing 328 (2019): 105-112

--W. Dong, H. Wang, F. Wu, G. Shi, and X. Li. Deep spatial-spectral representation learning for hyperspectral image denoising. IEEE Trans. on Computational Imaging, vol. 5, no. 4, pp. 635-648, 2019.

--Chen Xia, Junwei Han, Fei Qi, and Guangming Shi. Predicting Human Saccadic Scanpaths Based on Iterative Representation Learning. IEEE Trans. on Image Processing, 28(7): 3502-3515, July 2019.

--Jinjian Wu, Yongxu Liu, Weisheng Dong, Guangming Shi, Weisi Lin. Quality Assessment for Video with Degradation along Salient Trajectories.  IEEE Trans. On Multimedia, Vol. 21, No. 11, pp. 2738-2749, Nov. 2019. 

--Jinjian Wu, Jichen Zeng, Weisheng Dong, Guangming Shi, Weisi Lin. Blind Image Quality Assessment with Hierarchy: Degradation From Local Structure to Deep Semantics.Journal of Visual Communication and Image Representation, vol.58,pp.353-362,2019. 

--Weisheng Dong, Peiyao Wang, Wotao Yin, Guangming Shi. Denoising Prior Driven Deep Neural Network for Image Restoration. IEEE Trans. on Pattern Analysis and Machine Intelligence（TPAMI）, vol.41, no.10, pp. 2305-2318, 2019.

--Leida Li, Hancheng Zhu, Sicheng Zhao, Guiguang Ding, Hongyan Jiang, Allen Tan. Personality Driven Multi-task Learning for Image Aesthetic Assessment. IEEE International Conference on Multimedia and Expo (ICME), pp. 430-435, Shanghai, China, July 8-12, 2019. 

--Leida Li, Xi Chen, Yu Zhou, Jinjian Wu, Guangming Shi. Depth Image Quality Assessment for View Synthesis Based on Weighted Edge Similarity. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 17-25, Long Beach, CA, USA, June 16-20, 2019. 

--Jinjian Wu, Man Zhang, Leida Li, Weisheng Dong, Guangming Shi, Weisi Lin. No-reference image quality assessment with visual pattern degradation. Information Sciences, 2019, 504: 487-500. 

--Lizhi Wang, Zhiwei Xiong, Hua Huang, Guangming Shi, Feng Wu, Wenjun Zeng. High-Speed Hyperspectral Video Acquisition By Combining Nyquist and Compressive Sampling. IEEE Trans. on Pattern Analysis and Machine Intelligence（TPAMI）, vol.41, no.4, pp.857-870, 2019. 

--Xuemei Xie, Shu Zhang, Jinjian Wu, Xun Xu, Guangming Shi, Jianyu Chen. A Real-Time Rock-Paper-Scissor Hand Gesture Recognition System Based on FlowNet and Event Camera. PRCV (1) 2019: 98-109.

--Zhifu Zhao, Xuemei Xie, Chenye Wang, Wan Liu, Guangming Shi, Jiang Du, Visualizing and Understanding of Learned Compressive Sensing with Residual Network. Neurocomputing, 2019, 359: 185-198.

--张姝,杜从洋,吴金建,石光明,谢雪梅.异步数据流中关键目标提取及分类研究.软件学报, 2019, 30(Suppl.(2)):9-16. 

--杨建秀，谢雪梅，金星，杨文哲，石光明. 多尺度特征增强融合的实时航拍车辆检测算法.中国体视学与图像分析，2019，4: 298-305. 

--Ferede S, Xie X, Jin X,Du J, Shi G. Channel Feature Enhanced Detector for Small Ball Detection. chinese conference on pattern recognition, 2019: 3-13. 

--Guangming Shi, Ruodai Li, Fu Li, Yi Niu, Lili Yang. Depth sensing with coding-free pattern based on topological constraint. J. Visual Communication and Image Representation 55: 229-242,2018.

--Guangming Shi, Tao Huang, Weisheng Dong, Jinjian Wu, Xuemei Xie. Robust Foreground Estimation via Structured Gaussian Scale Mixture Modeling. IEEE Trans. Image Processing, 27(10): 4810-4824,2018.

--Wei Xiao, Guangming Shi,Bin Li,Jizheng Xu,Feng Wu. Fast Hash-based Inter Block Matching for Screen Content Coding. IEEE Trans. on Circuits and Systems for Video Technology,vol.28,no.5,pp.1169-1182,2018.

--Lizhi Wang, Zhiwei Xiong, Guangming Shi, Wenjun Zeng, Feng Wu. Simultaneous Depth and Spectral Imaging With a Cross-Modal Stereo System. IEEE Trans. Circuits Syst. Video Techn. vol.28, no.3, pp. 812-817, 2018.

--Weisheng Dong*, Tao Huang, Guangming Shi, Yi Ma, Xin Li. Robust Tensor Approximation with Laplacian Scale Mixture Modeling for Multiframe Image and Video Denoising. IEEE Journal of Selected Topics in Signal Processing, vol. 12, no. 6, pp. 1435-1448, 2018.

--Jianqiang Song, Xuemei Xie, Guangming Shi, Weisheng Dong. Exploiting class-wise coding coefficients: Learning a discriminative dictionary for pattern classification. Neurocomputing 321: 114-125, 2018.

--Chen Xia, Fei Qi, Guangming Shi, and Chunhuan Lin. Stereoscopic Saliency Estimation with Background Priors Based Deep Reconstruction. Neurocomputing. 321: 126–138, Dec. 2018.

--LiLi Yang, Fu Li*, Guangming Shi, et al.  Frequency-division-multiplexing Based Period-coded Fringe Pattern for Reliable Depth Sensing. Journal of the European Optical Society-Rapid Publications, 2018,14(2):1-13.

--Weiping Ji, Jinjian Wu∗, Guangming Shi, Wenfei Wan, Xuemei Xie. Blind Image Quality Assessment with Semantic Information. Journal of Visual Communication and Image Representation, 2018.

--Yongbo Li, Weisheng Dong, Xuemei Xie, Guangming Shi, Jinjian Wu, Xin Li. Image Super-Resolution With Parametric Sparse Model Learning. IEEE Trans. on Image Processing, vol.27, no.9, pp. 4638-4650, 2018.

--Cuiling Lan, Jizheng Xu, Wenjun Zeng, Guangming Shi, Feng Wu.Variable Block-Sized Signal-Dependent Transform for Video Coding. IEEE Trans. Circuits Syst. Video Techn., vol. no.8, pp.1920-1933, 2018.

--Xiaodan Song, Xiulian Peng, Jizheng Xu, Guangming Shi and Feng Wu. Unequal Error Protection for Scalable Video Storage In The Cloud. IEEE Trans. on Multimedia, vol.20, no.3, pp: 699 - 710, 2018. 

--Xiao Wei, Li Bin, Xu Jizheng, Shi Guangming, Wu Feng. Weighted Rate-Distortion Optimization for Screen Content Coding. IEEE Trans. on Circuits and Systems for Video Technology, vol. 28, no. 2, pp. 499-512, 2018.

--Jinjian Wu, Jichen Zeng, Weisheng Dong, Guangming Shi, Weisi Lin. Blind Image Quality Assessment with Hierarchy: Degradation From Local Structure to Deep Semantics.  Journal of Visual Communication and Image Representation, 2018.

--Yang Jiao, Yi Niu, Lin Liu, Guanghui Zhao, Guangming Shi, Fu Li. Dynamic Range Reduction of SAR Image via Global Optimum Entropy Maximization With Reflectivity-Distortion Constraint. IEEE Trans. Geoscience and Remote Sensing, vol. 56, no.5, pp.2526-2538, 2018.

--Guangming Shi, Zuozhi Liu, Xiaotian Wang, Chengyu T. Li, Xiaowei Gu. Object-dependent sparse representation for extracellular spike detection. Neurocomputing, vol.266, pp.674-686, 2017.

--W. Dong, G. Shi, X. Li, K. Peng, J. Wu, and Z. Guo. Color-guided depth recovery via joint local structural and nonlocal low-rank regularization. IEEE Trans. on Multimedia, vol.19, no.2, pp.293-301, 2017.

--Song xiao dan, Shi Guangming,Xiulian Peng, Jizheng Xu,Feng Wu. Distributed Compressive Sensing for Cloud-Based Wireless Image Transmission. IEEE Trans. on multimedia, vol.19, no.6 pp.1351-1364,2017.

--Yingyu Li, Guangming Shi, Wotao Yin, Lanchao Liu, Zhu Han. A Distributed ADMM approach with Decomposition-Coordination for Mobile Data Offloading, IEEE Trans. on Vehicular Technology, vol.67, no.3, pp.2514 - 2530,2017.

--Lizhi Wang,Zhiwei Xiong,Guangming Shi, Wenjun Zeng, Feng Wu. Adaptive Nonlocal Sparse Representation for Dual-Camera Compressive Hyperspectral Imaging. IEEE Trans. on Pattern Analysis and Machine Intelligence（TPAMI）,vol.39, no.10, pp.2104-2111, 2017. 

--Chao Wen, Xuemei Xie, Guangming Shi. Off-grid DOA estimation under nonuniform noise via variational sparse Bayesian learning. Signal Processing, no.137, pp.69-79,2017.

--Fu Li, Baoyu Zhang, Guangming Shi, Yi Niu, Ruodai Li, Lili Yang and Xuemei Xie.  Single-Shot Dense Depth Sensing with Color Sequence Coded Fringe Pattern. Sensors, 17(11), 2558,2017.

--Ruodai Li, Fu Li, Yi Niu, Guangming Shi, Lili Yang, and Xuemei Xie. Maximum a posteriori-based depth sensing with a single-shot maze pattern. Optics Express ,25(21):25332-25352,2017.

--Lili Yang, Fu Li, Zhiwei Xiong, Guangming Shi, Yi Niu, Ruodai Li. Single-shot dense depth sensing with frequency-division multiplexing fringe projection. Journal of Visual Communication and Image Representation, 46: 139-149,2017.

--Guanghui Zhao, Fangfang Shen, Jie Lin, Guangming Shi, Yi Niu. Fast ISAR imaging based on Enhanced Sparse Representation Model. IEEE Trans. on Antennas and Propagation, 65.10(2017):5453-5461.

--T. Huang, W. Dong, X. Xie, G. Shi, and X. Bai. Mixed noise removal via laplacian scale mixture modeling and nonlocal low-rank approximation. IEEE Trans. on Image Processing, 2017, 26(7): 3171-3186. 

--Jinjian Wu, Jichen Zeng, Yongxu Liu, Guangming Shi, and Weisi Lin. Hierarchical Feature Degradation based Blind Image Quality Assessment. IEEE ICCV2017.

--Xuemei Xie, Yazhong Zhang, Jinjian Wu*,Guangming Shi,Weisheng Dong. Bag-of-Words Feature Representation for Blind Image Quality Assessment with Local Quantized Pattern. Neurocomputing, vol.266, no.2017, pp.176-187, 2017.

--Jinjian Wu, Leida Li, Weisheng Dong, Guangming Shi, Weisi Lin, and C.-C. Jay Kuo. Enhanced Just Noticeable Difference Model for Images with Pattern Complexity.  IEEE Trans. On Image Processing, vol.26, no.6, pp.2682-2693,2017. 

--Guangming Shi, Fangfang Shen, Yi Niu, Guanghui Zhao. Multiple-Stations Scalable Transmission with Compressed Sensing for Near Space Communication. IEEE Antennas and Wireless Propagation Letters.2016,15:382-385.

--Xiaotian Wang, Guangming Shi, Yantao Wang, Jinjian Wu and Fu Li,"High Quality Impulse Noise Removal Via Non-Uniform Sampling And Autoregressive Modeling Based Interpolation", IET Image processing, vol.10, no.4,pp.304-313,2016.

--Lizhi Wang, Zhiwei Xiong, Guangming Shi, Wenjun Zeng, Feng Wu. Compressive Hyperspectral Imaging with Complementary RGB Measurements,VCIP2016.(最佳论文奖)

--Fu Li, Dandan Jiao, Guangming Shi, Senior Member, IEEE, Yi Niu, Chunxiao Fan, and Xuemei Xie. An AR Based Fast Mode Decision for H.265/HEVC Intra Coding. Multimedia Tools and Applications,75 (12):1-21,2016.

--Chunxiao Fan, Yi Niu, Guangming Shi, Fu Li, Fei Qi, Xuemei Xie, Dandan Jiao. An Improved Signed Digit Representation Approach for Constant Vector Multiplication. IEEE Trans. on Circuits and Systems II: Express Briefs, 2016: 1–5.

--Weisheng Dong, Fazuo Fu, Guangming Shi, and Xun Cao, Jinjian Wu, Guangyu Li, and Xin Li. Hyperspectral Image Super-Resolution via Non-Negative Structured Sparse Representation. IEEE Trans. On Image Processing, vol. 25, no. 5, pp. 2337-2352, May 2016. （ESI高被引论文)

--Niu, Yi; Wu, Xiaolin; Shi, Guangming. Image Enhancement by Entropy Maximization and Quantization Resolution Upconversion. IEEE Trans. On Image Processing, vol.25, no.10, pp.4815-4828, 2016. 

--Jinjian Wu, Weisi Lin, Guangming Shi, Leida Li. Orientation Selectivity based Visual Pattern for Reduced-Reference Image Quality Assessment. Information Science, vol.351, pp.18-29, 2016.

--Chen Xia, Fei Qi, Guangming Shi. Bottom-up Visual Saliency Estimation with Deep Autoencoder-based Sparse Reconstruction. IEEE Trans. on Neural Networks and Learning Systems, 27(6): 1227–1240, June 2016.

--Y. Li, W. Dong, X. Xie, G. Shi, X. Li, and D. Xu. Learning parametric sparse models for image super-resolution. In Proc. of NIPS( Conference on Neural Information Processing Systems), 2016. 

--Jinjian Wu, Weisi Lin, Yuming Fang, Leida Li, Guangming Shi, and Issac Niwas. Visual Structural Degradation based Reduced-Reference Image Quality Assessment. Signal Processing: Image Communication, vol. 47, PP. 16–27, Sep. 2016.

--Guangming Shi, Lili Yang, Fu Li , Yi Niu, Ruodai Li, Zhefeng Gao. Square wave encoded fringe patterns for high accuracy depth sensing. Applied Optics,54(12): 3796-3804,2015.

--W. Dong, G. Shi, Y. Ma, and X. Li. Image Restoration via Simultaneous Sparse Coding: Where Structured Sparsity Meets Gaussian Scale Mixture.  International Journal of Computer Vision (IJCV), vol.114, no.2-3, pp.217-232, 2015.

--Guanghui Zhao, Guangming Shi, Fangfang Shen, Xi Luo, Yi Niu. A Sparse Representation based DOA Estimation Algorithm with Separable Observation Model. IEEE Antennas and Wireless Propagation Letters, 14:1586-1589,2015.

--Jinjian Wu, Weisi Lin, Guangming Shi, Yazhong Zhang, Weisheng Dong, Zhibo Chen. Visual Orientation Selectivity based Structure Desciription. IEEE Trans. On Image Processing, vol. 24, no. 11, pp. 4602-4613,2015. 

--Yazhong Zhang, Jinjian Wu, Guangming Shi, Xuemei Xie, Yi Niu, Chunxiao Fan. Reduced-Reference Image Quality Assessment Based on DCT Entropy. IEICE Trans. on Fundamentals.vol. E98-A, No. 12, pp. 2642-2649, 2015.

--Fu Li, Shan Gao, Guangming Shi, Qin Li, Lili Yang, Ruodai Li, Xuemei Xie，“Single shot dual-frequency structured light based depth sensing,” IEEE Journal of Selected Topics in Signal Processing,9(3): 384-395,2015.

--C. Chen, B. Bai, G. Shi, X. Wang, and X. Jiao. Non-Binary LDPC Codes on Cages: Structural Property and Code Optimization. IEEE. Trans. Comm. vol. 63, no. 2, pp. 364-375, Feb. 2015.

--Yaohai Lin, Xuemei Xie, Guangming Shi, Danhua Liu, and Dahua Gao. Compressive spectral imaging using variable number of measurements. Applied optics, 2015, 54(19): 5882-5888.

--Li Yongbo, Dong Weisheng, Shi Guangming, Xie Xuemei. Learning Parametric Distributions for Image Super-Resolution: Where Patch Matching Meets Sparse Coding. ICCV 2015. 

--Chunxiao Fan, Fu Li, Guangming Shi, Yi Niu, Fei Qi, Xuemei Xie and  Dandan Jiao，"A hierarchical multiplier-free architecture for HEVC transform"，Multimedia Tools and Applications，vol.74, no.24,pp:1-19 2015.

--Weisheng Dong, Guangyu Li, Guangming Shi, Xin Li, and Yi Ma, "Low-rank tensor approximation with Laplacian scale mixture modeling for multiframe image denoising", in Proc. IEEE Int. Conf. on Computer Vision (ICCV), 2015. 

--Fangfang Shen, Guanghui Zhao*, Guangming Shi, Weisheng Dong, Chenglong Wang, Yi Niu, "Compressive SAR Imaging with Joint Sparsity and Local Similarity Exploitation", Sensors, 15(2):4176-4192, 2015.

--Xia chen,Qi Fei, Shi Guanmging,Wangpengjin.Nonlocal Center-Surround Reconstruction-based Bottom-Up Saliency Estimation. Pattern Recognition, vol.48,no. 4,pp.1337-1348,2015.

--Lizhi Wang, Zhiwei Xiong, Dahua Gao, Guangming Shi and Feng Wu. Dual-camera design for coded aperture snapshot spectral imaging. Applied optics, vol.54, no.4, pp.848-858, 2015.

--Lizhi Wang, Zhiwei Xiong, Dahua Gao, Guangming Shi, Wenjun Zeng, Feng Wu. High-speed Hyperspectral Video Acquisition with a Dual-camera Architecture. IEEE Conference on Computer Vision and Pattern Recognition（CVPR）,2015:4942-4950.

--Xiao W, Li B, Xu J, Shi G, Wu F. HEVC Encoding Optimization Using Multicore CPUs and GPUs. IEEE Trans. on Circuits and Systems for Video Technology, 2015, 25(11): 1830-1843.

--C. Chen, X. Wang, B. Bai, and G. Shi. Constant weight codes from constant dimension codes and their applications. IEEE Comm. Lett. vol. 19, no. 13, pp. 311-314, Mar. 2015.

--Guanghui Zhao, Zicheng Liu, Jie Lin, Guangming Shi,Fangfang Shen. Wideband DOA Estimation based on Sparse Representation in 2-D Frequency Domain. IEEE Sensors Journal, 15(1):227-233, 2015.

--Fangfang Shen, Guanghui Zhao*, Zicheng Liu, Guangming Shi, Jie Lin. SAR Imaging With Structural Sparse Representation. IEEE Journal of Selected Topic in Applied Earth Observations and Remote Sensing, 8(8):3902-3910,2015.

--Xiaodan Song,Xiulian Peng, Jizheng Xu, Guangming Shi, Feng Wu,Cloud-based Distributed Image Coding,IEEE Trans. on CircuitS and Systems for Video Technology Special Issue on Visual Computing in the Cloud: Fundamentals and Applications, 25(12):1926-1940,2015.

--C. Chen, X. Wang, B. Bai, and G. Shi.Constant weight codes from constant dimension codes and their applications,IEEE Comm. Lett. Vol. 19, No. 13, pp. 311-314, Mar. 2015. C. Chen, B. Bai, G. Shi, X. Wang, and X. Jiao, "Non-Binary LDPC Codes on Cages: Structural Property and Code Optimization," IEEE. Trans. Comm., 2015, 63( 2): 364-375.

--Wei Xiao, Bin Li, Jizheng Xu, Guangming Shi and Feng Wu. HEVC encoding optimization using multi-core CPUs and GPUs. IEEE Trans. on Circuits and Systems for Video Technology, vol.25,no.11,pp. 1830-1843, 2015.

--Xiaodan Song, Xiulian Peng, Jizheng Xu, Guangming Shi, Feng Wu, Cloud-based Distributed Image Coding, IEEE Trans. on Circuits and Systems for Video Technology Special Issue on Visual Computing in the Cloud: Fundamentals and Applications, vol.25, no.12, pp.1926-1940, 2015.

--Chongyu Chen, Jianfei Cai, Weisi Lin, and Guangming Shi, Incremental Low-Rank and Sparse Decomposition for Compressing Videos Captured by Fixed Cameras. Journal of Visual Communication and Image Representation, vol.26, pp.338-348, 2015.

--Chongyu Chen, Jianfei Cai, Jianmin Zheng, Tat Jen Cham, and Guangming Shi, Kinect Depth Recovery Using a Color-guided, Region-adaptive, and Depth-selective framework. ACM Trans. on Intelligent Systems and Technology (ACM TIST), 2015,6(2):1-19.

--Weisheng Dong, Guangming Shi, Xin Li, Yi Ma, and Feng Huang, "Compressive sensing via nonlocal low-rank regularization", IEEE Trans. on Image Processing, vol.23, no.8, pp.3618-3612, Aug. 2014.( ESI高被引论文)

--Weisheng Dong, Guangming Shi, Xiaocheng Hu, and Yi Ma. Nonlocal sparse and low-rank regularization for optical flow estimation. IEEE Trans. on Image Processing, vol. 23, no. 10, pp. 4527-4538, 2014.

--Wen Chao Shi Guangming.A Unitary ESPRIT Scheme of Joint Angle Estimation for MOTS MIMO radar,Sensors,2014, 14(8):14411-22.

-- Chang Wang, Fei Qi, Guangming Shi, and Xiaotian Wang. Convex Combination based Target Localization with Noisy Angle of Arrival Measurements. IEEE Wireless Communication Letters, vol.3, no.1, pp.14-17,2014.

--Weisheng Dong, Xiaolin Wu, and Guangming Shi. Sparsity Fine Tuning in Wavelet Domain with Application to Compressive Image Reconstruction. IEEE Trans. on Image Processing, vol. 23, no. 12, pp. 5249-5262, 2014. 

--Yi Niu, Yang Liu,Guangming Shi, Dahua Gao, and Guo Li. A New Optical Surface Measurement Method with Iterative Sparsity-Constrained Threshold Phase Retrieval Algorithm," Scientific World Journal, vol. 2014, Article ID 548395, 7 pages, 2014. 

--Qin Li, Fu Li, Guangming Shi, Shan Gao, Ruodai Li, Lili Yang, Xuemei Xie, "One-shot depth acquisition with a random binary pattern," Applied Optics,53(30): 7095-7102,2014.

--Chenglong Wang, Guanghui Zhao, Guangming Shi,Huan Li. SAR image despeckling based on the nonlocally centralized sparse representation model. IEEE CIT 2014.

-- Jinjian Wu, Weisi Lin, and Guangming Shi. Image Quality Assessment with Degradation on Spatial Structure. IEEE Signal Processing Letter, vol.21, no.4, pp.437-440, Apr. 2014.

--Weisheng Dong, Guangming Shi, and Xin Li, “Nonlocal image restoration with bilateral variance estimation: a low-rank approach,” IEEE Trans. on Image Processing, vol.22, no.2, pp. 700-711, 2013. (, ESI高被引论文)

--Weisheng Dong, Guangming Shi, Xiaolin Wu, and Lei Zhang, "A Learning-based Method for Compressive Image Recovery", Journal of Visual Communication and Image Representation, vol.24,no.7,pp.1055-1063, 2013.

--Y H Lin , G M Shi, D H Gao, D H Liu. High-resolution spectral imaging based on coded dispersion. Applied optics, 2013, vol. 52, Issue 5, pp.1041-1048.

--Weisheng Dong, Guangming Shi, Xin Li. Nonlocal Image Restoration with Bilateral Variance Estimation: a Low-rank Approach. IEEE Trans. on Image Processing, vol.22, no.2, pp. 700-711, 2013. (ESI高被引论文)

-- Jinjian Wu, Weisi Lin, Guangming Shi, Xiaotian Wang, and Fu Li. Pattern Masking Estimation in Image with Structural Uncertainty. IEEE Trans. on Image Processing, vol. 22, no. 12, pp.4892-4904, Dec. 2013. 

-- Jinjian Wu, Weisi Lin, Guangming. Shi, Anmin Liu. A Perceptual Quality Metric with Internal Generative Mechanism. IEEE Trans. on Image Processing, vol. 22, no. 1, pp. 43 –54, Jan. 2013.

-- J. Wu, W. Lin, G. Shi, A. Liu. Perceptual Quality Metric with Internal Generative Mechanism. IEEE Trans. on Image Processing, vol. 22, no. 1, pp. 43-54, Jan. 2013. 

--Qin Li, Fu Li, Guangming Shi, Fei Qi, Yuexin Shi, and Shan Gao,"Dense depth acquisition via one-shot stripe structured light," IEEE International Conference on Visual Communications and Image Processing (VCIP). 2013:1-6.

--Weisheng Dong, Lei Zhang, Guangming Shi, and Xin Li. Nonlocally Centralized Sparse Representation for Image Restoration. IEEE Trans. on Image Processing,vol.22, no.4, pp. 1620-1630, 2013. （ESI高被引论文)

--Weisheng Dong, Xiafang Yang, and Guangming Shi. Compressive sensing via reweighted TV and nonlocal sparsity regularization. Electronics Letters, vol. 49, no. 3, pp. 184-186, 2013.

--Weisheng Dong, Lei Zhang, Rastislav Lukac, and Guangming Shi. Sparse representation based image interpolation with nonlocal autoregressive modeling. IEEE Trans. on Image Processing，vol.22, no.4, pp.1382-1394, 2013. （ESI高被引论文)

--Guanghui Zhao, Jie Lin, Fangfang Shen, Guangming Shi, Qingyu Hou and Zicheng Liu. High-resolution DOA estimation with Meridian prior，EURASIP Journal on Advances in Signal Processing,29 April 2013.

--Fei Qi, Junyu Han, Pengjin Wang, Guangming Shi, and Fu Li. Structure Guided Fusion for Depth Map Inpainting. Pattern Recognition Letters, vol.34 ,no.1,pp.70-76, 2013.

--Weisheng Dong, Lei Zhang, Rastislav Lukac, and Guangming Shi. Sparse representation based image interpolation with nonlocal autoregressive modeling. IEEE Trans. on Image Processing, vol.22, no.4, pp. 1382-1394, 2013. 

--G.H. Zhao, Q. Wang, F.F. Shen, X.M. Li, G.M. Shi,Robust compressive multi-input-multi-output imaging,  IET  Radar Sonar & Navigation,vol.7, no.3, pp.233-245, 2013.

--Dahua Gao, Danhua Liu, Xuemei Xie, Xiaolin Wu,Guangming Shi. High Resolution Multispectral Imaging with Random Coded Exposure. Journal of Applied Remote Sensing,7(1), 073695 (Sep 25, 2013).

--Shi Guangming, Chen Chongyu, Lin Jie, Xie Xuemei, Chen, Xuyang. Narrowband Ultrasonic Detection with High Range Resolution: Separating Echoes via Compressed Sensing and Singular Value Decomposition. IEEE Trans. on Ultrasonics,Ferroelectrics,and Frequency Control, OCT. 59(10):2237-2253,2012.

--Weisheng Dong, Guangming Shi, Xin Li, Lei Zhang, and Xiaolin Wu. Image reconstruction with locally adaptive sparsity and nonlocal robust regularization. Signal Processing: Image Communication, 2012. 27:1109-1122.

-- J. Wu, F. Qi, G. Shi, and Y. Lu. Non-local spatial redundancy reduction for bottom-up saliency estimation. Journal of Visual Communication and Image Representation, vol. 23, no. 7, pp. 1158-1166, 2012.

--Dahua Gao, Xiaolin Wu, Guangming Shi, Lei Zhang. Color Demosaicking with an Image Formation Model and Adaptive PCA. Journal of Visual Communication and Image Representation, vol. 23, no. 7, pp.1019-1030, 2012. 

--Liangjun Wang, Xiaolin Wu, and Guangming Shi. Binned Progressive Quantization of Compressive Sensing. IEEE Trans. on Image Processing, vol.21, no.6, pp.2980-90, 2012.

-- Jinjian Wu, Fei Qi, and Guangming Shi. Self-Similarity Based Structural Regularity for Just Noticeable Difference Estimation. Journal of Visual Communication and Image Representation, vol. 23, no. 6, pp. 845-852, August, 2012.

--Yi Niu, Xiaolin Wu, Guangming Shi, Xiaotian Wang. Edge-based Perceptual Image Coding. IEEE trans. on Image Processing, vol.21, no.4, pp.1899-1910, 2012. 

--Yi Niu, Xiaolin Wu, Xiangjun Zhang, Guangming Shi. Model-based Adaptive Resolution Upconversion of Degraded Images. Journal of Visual Communication and Image Representation, vol. 23, no.7, pp. 1144-1157, October 2012.

--Chongyu Chen, Jianfei Cai, Weisi Lin, and Guangming Shi. Surveillance video coding via low-rank and sparse decomposition. Proceedings of the 20th ACM International Conference on Multimedia, p 713-716, 2012.

--Guanghui Zhao, Zhengyang Wang, Qi Wang, Guangming Shi, Fangfang Shen. Robust ISAR Imaging based on Compressive Sensing from Noisy Measurements. Signal Processing, vol.92, Issue 1, January 2012, Pages 120-129.

--Xiaolin Wu, Weisheng Dong, Xiangjun Zhang, and Guangming Shi. Model-Assisted Adaptive Recovery of Compressed Sensing with Imaging Applications. IEEE Trans. on Image Processing, vol.21, no.2, p 451-458,2012. 

--Shi Guangming, Gao Dahua, Song Xiaoxia, Xie Xuemei, Chen Xuyang, Liu Danhua. High-resolution imaging via moving random exposure and its simulation. IEEE Trans. on Image Processing, vol. 20, no. 1, pp.276-282, Jan. 2011. 

--Shi Guangming, Dong Weisheng, Xiaolin Wu. Context-Based Adaptive Image Resolution Upconversion. Journal of Electronic Imaging, vol. 19, no.1, pp.013008-1~013008-9, 2010.

--Shi Guangming, Chen Xuyang, Song Xiaoxia, Qi fei, Ailing Ding. Signal matching wavelet for ultrasonic flaw detection in high background noise. IEEE Trans. on Ultrasonic, Ferroelectrics, and Frequency Control, 58:776-787, 2011.

--Lan Cuilin, Shi Guangming, Wu Feng. Compress Compound Images In H.264/MPGE-4 AVC By Exploiting Spatial Correlation. IEEE Trans.on Image Processing, vol.19, no.4, pp.946-957, Apr.2010.

--Xiaotian Wang, Guangming Shi, Yi Niu, Li Zhang.Robust Adaptive Directional Lifting Wavelet Transform for Image Denoising. IET Image Processing, vol. 5, no.3, pp. 249-260, 2011.

--Zhao Guanghui, Shi Guangming. Altitude Measurement of Low Elevation Target Based on Iterative Subspace Projection. IEEE Trans. on Aerospace and Electronic Systems (TAES), vol. 47, no.2, pp. 1256-1264, 2011.

--Weisheng Dong, Lei Zhang, Guangming Shi, and Xiaolin Wu. Image deblurring and super-resolution by adaptive sparse domain selection and adaptive regularization. IEEE Trans. On Image Processing. vol. 20, no. 7, pp.1838-1857, 2011. (ESI高被引论文)

--Weisheng Dong, Xin Li, Lei Zhang, and Guangming Shi. Sparsity-based image denoising via dictionary learning and structure clustering. In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR, oral), pp. 457-464, 2011.

--Weisheng Dong, Lei Zhang, Guangming Shi. Centralized Sparse Representation for Image Restoration. Proc. IEEE Int. Conf. on Computer Vision (ICCV), Barcelona,Spain,2011. 

--Cuiling Lan, Jizheng Xu, Guangming Shi, Feng Wu. Exploiting Non-local Correlation via Signal Dependent Transform (SDT). IEEE J. Sel. Topics Signal Processing, vol.5, no.7, pp.1298-1308, 2011.

--Zhang Lei，Dong Weisheng，X.L. Wu, Guangming Shi. Two-Stage Image Denoising By Principle Component Analysis with Local Pixel Grouping. Pattern Recognition, vol.11, no.5, pp.296-301, 2011. (ESI高被引论文)

--Zhang Lei, Dong Weisheng, Wu Xiaolin, Shi Guangming. Spatial-temporal color video reconstruction from noisy CFA sequence.  IEEE Trans. on Circuits and Systems for Video Technology, vol. 20, no. 6, pp.838-847, 2010.

--Dong, Weisheng; Li, Xin; Zhang, Lei; Shi, Guangming. Sparsity-based image denoising via dictionary learning and structural clustering. IEEE Computer Vision and Pattern Recognition(CVPR),pp.457-464, 2011. 

--Lei Wang, Jiaji Wu, Licheng Jiao, Guangming Shi. Lossy-To-Lossless Hyperspectral Image Compression Based on Multi-plierless Reversible Integer TDLT/KLT. IEEE Geoscience and Remote Sensing Letters, vol.6, no.3, pp.587-591, 2009.

--石光明，刘丹华，高大化，刘哲，林杰，王良君，“压缩感知理论及其研究进展，”电子学报，vol. 37, no. 5, pp. 1070-1081, 2009. 

--Shi Guangming, Lin Jie, Chen Xueyan. UWB Echo Signal Detection with Ultra-Low Rate Sampling Based on Compressed Sensing. IEEE Trans. on Circuits and Systems - II, vol. 55, No. 4, Apr. 2008.

--Dong Weisheng, Shi Guangming, Xu Jizheng. Adaptive Nonseparable Interpolation for Image Compression with Directional Wavelet Transform. IEEE Signal Processing Letters vol.15, 2008.

--Weisheng Dong, Guangming Shi, Li Zhang. Immune Memory Clonal Selection Algorithms for Designing Stack Filters. Neurocomputing, Jan. 2007.

研究方向:

主要从事压缩感知理论、计算成像及处理、生物信息处理与脑启发智能技术、人工智能等方向的研究。在自然基金委的多个面上和重点基金资助下，深入研究了压缩感知成像理论及应用，逆问题求解，脑静态下特异性表征等方面，并取得了丰富成果，发表论文300余篇。SCI他引1800余次，单篇最高400余次, Google Scholar引用超5000次，授权发明专利80余项，成果已推广应用。相关研究成果获国际会议最佳论文奖3项（VCIP2016，ISCAS2013，VCIP2010）,以第一完成人获得国家级自然科学二等奖1项，省部级科学技术一等奖1项、省部级科学技术奖和中国电子学会二等奖各1项、国防科技进步奖三等奖1项 。