STRUCT

Spatial and Temporal Restoration, Understanding and Compression Team

Action Recognition and Analysis

	Spatio-Temporal Attention-Based LSTM Networks for 3D Action Recognition and Detection Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, Jiaying Liu IEEE Trans. on Image Processing (TIP), Vol.27, No.7, pp.3459-3471, July 2018. Project PDF

	Multi-Modality Multi-Task Recurrent Neural Network for Online Action Detection Jiaying Liu, Yanghao Li, Sijie Song, Junliang Xing, Cuiling Lan and Wenjun Zeng Accepted by IEEE Trans. on Circuit System for Video Technology (TCSVT), May 2018. Project

	Online Human Action Detection using Joint Classification-Regression Recurrent Neural Networks Yanghao Li, Cuiling Lan, Junliang Xing, Wenjun Zeng, Chunfeng Yuan and Jiaying Liu European Conference on Computer Vision (ECCV), Amsterdam, The Netherlands, Oct. 2016. Project pdf

	ICME 2017 Workshop - Large Scale 3D Human Activity Analysis Challenge in Depth Videos Webpage

	PKU-MMD: A Large Scale Benchmark for Continuous Multi-Modal Human Action Understanding Webpage

	An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, Jiaying Liu AAAI Conference on Artificial Intelligence (AAAI), San Francisco, CA, U.S. Feb. 2017. Project pdf

	Online Action Detection and Forecast via Multi-Task Deep Recurrent Neural Networks Chunhui Liu, Yanghao Li, Yueyu Hu, Jiaying Liu The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New, Orleans, USA, March. 2017. Project

Image Stylization and Transformation

	Photo Stylistic Brush: Robust Style Transfer via Superpixel-Based Bipartite Graph Jiaying Liu, Wenhan Yang, Xiaoyan Sun, and Wenjun Zeng IEEE Trans. on Multimedia (TMM), Vol.20, No.7, pp.1724-1737, July 2018. Project PDF

	Demystifying Neural Style Transfer Yanghao Li, Naiyan Wang, Jiaying Liu, and Xiaodi Hou International Joint Conference on Artificial Intelligence (IJCAI), Melbourne, Australia, Aug. 2017. Project pdf

	Awesome Typography: Statistics-Based Text Effects Transfer Shuai Yang, Jiaying Liu, Zhouhui Lian and Zongming Guo IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, Jul. 2017. Project Code

	Robust and Automatic Video Colorization via Multiframe Reordering Refinement Sifeng Xia, Jiaying Liu, Yuming Fang, Wenhan Yang and Zongming Guo IEEE International Conference on Image Processing (ICIP), Phoenix, U.S., Sep. 2016. Project pdf

	Image Transformation using Limited Reference with Application to Photo-Sketch Synthesis Wei Bai, Jiaying Liu, Yanghao Li and Zongming IEEE Visual Communications and Image Processing (VCIP), Valletta, Malta, Dec. 2014. Project pdf

	Hierarchical Oil Painting Stylization with Limited Reference via Sparse Representation Saboya Yang, Jiaying Liu, Shuai Yang, Sifeng Xia, Zongming Guo International Workshop on Multimedia Signal Processing (MMSP), Xiamen, China, Oct. 2015. Project pdf

	Novel Self-Portrait Enhancement via Multi-Photo Fusing Sifeng Xia, Shuai Yang, Jiaying Liu and Zongming Asia Pacific Signal and Information Processing Association (APSIPA), JEJU, Korea, Dec. 2016. Project pdf

	Perspective Distorted Video Restoration and Stabilization for Mobile Devices Shuai Yang, Jiaying Liu, Wenhan Yang and Zongming Guo IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP), Chengdu, China, Jul. 2015. Project pdf

Image Restoration and Enhancement

	Deep Retinex Decomposition for Low-Light Enhancement Chen Wei, Wenjing Wang, Wenhan Yang, and Jiaying Liu (Equal contribution) Accepted by British Machine Vision Conference* (BMVC), Newcastle, U.K., Sep. 2018. Project PDF Dataset

	Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos Jiaying Liu, Wenhan Yang, Shuai Yang, and Zongming Guo IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018. Project PDF

	Structure-Revealing Low-Light Image Enhancement via Robust Retinex Model Mading Li, Jiaying Liu, Wenhan Yang, Xiaoyan Sun, and Zongming Guo IEEE Trans. on Image Processing (TIP), Vol.27, No.6, pp.2828-2941, Feb. 2018. Project PDF Code

	Joint Enhancement and Denoising Method via Sequential Decomposition Xutong Ren, Mading Li, Wen-Huang Cheng, and Jiaying Liu IEEE International Symposium on Circuits and Systems (ISCAS), Florence, Italy, May 2018 Project PDF Code

	Attentive Generative Adversarial Network for Raindrop Removal from A Single Image Rui Qian, Robby T. Tan, Wenhan Yang, Jiajun Su and Jiaying Liu IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, U.S., June 2018 (Spotlight) Project PDF Code

	Joint Rain Detection and Removal from a Single Image Wenhan Yang, Robby T. Tan, Jiashi Feng, Jiaying Liu, Zongming Guo and Shuicheng Yan IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, Jul. 2017. Project

	Structure-Guided Image Completion via Regularity Statistics Shuai Yang, Jiaying Liu, Sijie Song, Mading Li and Zongming Guo IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, March. 2016. Project pdf

	Patch-Based Image Deblocking Using Geodesic Distance Weighted Low-Rank Approximation Mading Li, Jiaying Liu, Jie Ren and Zongming Guo IEEE Visual Communications and Image Processing (VCIP), Valletta, Malta, Dec. 2014. Project pdf

	MARLow: A Joint Multiplanar Autoregressive and Low-Rank Approach for Image Completion Mading Li, Jiaying Liu, Zhiwei Xiong, Xiaoyan Sun and Zongming Guo European Conference on Computer Vision (ECCV), Amsterdam, The Netherlands, Oct. 2016. Project pdf code

	Reference Guided Deep Super-Resolution via Manifold Localized External Compensation Wenhan Yang, Sifeng Xia, Jiaying Liu, and Zongming Guo Accepted by IEEE Trans. on Circuit System for Video Technology (TCSVT), June 2018. Project PDF

	Joint-Feature Guided Depth Map Super-Resolution With Face Priors Shuai Yang, Jiaying Liu, Yuming Fang and Zongming Guo IEEE Trans. on Cybernetics (TCYB), Vol.48, No.1, pp.399-411, Jan. 2018. Project PDF

	Image Restoration Based on 3-D Autoregress-ive Model via Low-Rank Minimization Mading Li, Jiaying Liu, Yu Guan and Zongming Guo Data Compression Conference (DCC), Snowbird, Utah, Apr. 2015. Project pdf

	Image Blocking Artifacts Reduction via Patch Clustering and Low-Rank Minimization Jie Ren, Jiaying Liu, Mading Li, Wei Bai and Zongming Guo Data Compression Conference (DCC), Snowbird, Utah, Mar. 2013. Project pdf

	Block-Based Multiscale Error Concealment Using Low-Rank Completion Mading Li, Jiaying Liu, Chong Ruan, Lu Liu and Zongming Guo Asia Pacific Signal and Information Processing Association (APSIPA), Siem Reap, Cambodia, Dec. 2014 Project pdf

	Illumination-Invariant Non-Local Means Based Video Denoising Jie Ren, Yue Zhuo, Jiaying Liu, and Zongming Guo IEEE International Conference on Image Processing (ICIP), Orlando, Florida, Sep. 2012. Project pdf

Image Super Resolution

	Deep Edge Guided Recurrent Residual Learning for Image Super-Resolution Wenhan Yang, Jiashi Feng, Jianchao Yang, Fang Zhao, Jiaying Liu, Zongming Guo and Shuicheng Yan IEEE Trans. on Image Processing (TIP), Vol.26, No.12, pp.5895-5907, Dec. 2017. Project PDF

	Retrieval Compensated Group Structured Sparsity for Image Super-Resolution Jiaying Liu, Wenhan Yang, Xinfeng Zhang, and Zongming Guo IEEE Trans. on Multimedia (TMM), Vol.19, No.2, pp.302-216, Feb. 2017. Project PDF

	Video Super-Resolution Based on Spatial-Temporal Recurrent Neural Networks Wenhan Yang, Jiashi Feng, Guosen Xie, Jiaying Liu, Zongming Guo and Shuicheng Yan Computer Vision and Image Understanding (CVIU), Vol.168, pp.79-92, March. 2018. Project

	Real-Time Deep Video SpaTial Resolution UpConversion SysTem (STRUCT++ Demo) Wenhan Yang, Shihong Deng, Yueyu Hu, Junliang Xing and Jiaying Liu ACM Multimedia (ACM MM) Demo, Silicon Valley, California, U.S., Oct. 2017. Project PDF Video

	Context-Aware Sparse Decomposition for Image Denoising and Super-Resolution Jie Ren, Jiaying Liu, and Zongming Guo IEEE Transaction on Image Processing (TIP), Vol.22, No.4, pp.1456-1469, Apr. 2013. Project pdf code

	Joint-Feature Guided Depth Map Super-Resolution With Face Priors Shuai Yang, Jiaying Liu, Yuming Fang and Zongming Guo IEEE Transactions on Cybernetics (TCYB), Vol.48, No.1, pp.399-411, Jan. 2018. Project

	Multi-Pose Face Hallucination via Neighbor Embedding for Facial Components Yanghao Li, Jiaying Liu, Wenhan Yang and Zongming Guo IEEE International Conference on Image Processing (ICIP), Quebec City, Canada, Sep. 2015. Project pdf

	Image Super Resolution using Saliency-Modulated Context-Aware Sparse Decomposition Wei Bai, Saboya Yang, Jiaying Liu, Jie Ren and Zongming Guo IEEE Visual Communications and Image Processing (VCIP), Sarawak, Malaysia, Nov. 2013. Project pdf

	Segmentation-Based Scale-Invariant Nonlocal Means Super Resolution Saboya Yang, Jiaying Liu, Qiaochu Li and Zongming Guo Asia Pacific Signal and Information Processing Association (APSIPA), Kaohsiung, Taiwan, Nov. 2013. Project pdf

	Nonlocal Based Super Resolution with Rotation Invariance and Search Window Relocation Yue Zhuo, Jiaying Liu, Jie Ren and Zongming Guo IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Kyoto, Japan, Mar. 2012. Project pdf

	Retrieval Compensated Group Structured Sparsity for Image Super-Resolution Jiaying Liu, Wenhan Yang, Xinfeng Zhang and Zongming Guo IEEE Transactions on Multimedia (TMM), Vol.19, No.2, pp.302-216, Feb. 2017. Project pdf

	Joint Sub-Band Based Neighbor Embedding for Image Super Resolution Sijie Song, Yanghao Li, Jiaying Liu and Zongming Guo IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, March. 2016. Project pdf

	Neighborhood Regression for Edge-Preserving Image Super-Resolution Yanghao Li, Jiaying Liu, Wenhan Yang and Zongming Guo IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, Australia, Apr. 2015. Project pdf Code

	Face Hallucination Based on Neighbor Embedding via Illumiantion Adaptation Sijie Song, Yanghao Li, Zhihan Gao and Jiaying Liu Asia Pacific Signal and Information Processing Association (APSIPA), Hong Kong, China, Dec. 2015 Project pdf

	Sparse Representation Based Super Resolu-tion Using Saliency and Edge Information Saboya Yang, Jiaying Liu, Wenhan Yang and Zongming Guo Asia Pacific Signal and Information Processing Association (APSIPA), Siem Reap, Cambodia, Dec. 2014. Project pdf

	Illumination-Invariance and Nonlocal Means Based Super Resolution Mengyan Wang, Jiaying Liu, Wei Bai and Zongming Guo IEEE International Symposium on Circuits and Systems (ISCAS), Beijing, China, May 2013. Project pdf

Image and Video Interpolation

	Isophote-Constrained Autoregressive Model with Adaptive Window Extension for Image Interpolation Wenhan Yang, Jiaying Liu, Mading Li and Zongming Guo IEEE Transactions on Circuit System for Video Technology (TCSVT), Vol.28, No.5, pp.1071-1086, May 2018. Project

	Visual-Weighted Motion Compensation Frame Interpolation With Motion Vector Refinement Wei Bai, Jiaying Liu, Jie Ren and Zongming Guo IEEE International Symposium on Circuits and Systems (ISCAS), Seoul, Korea, May 2012. Project pdf

	Implicit Piecewise Autoregressive Model-Based Image Interpolation Algorithm Jie Ren, Jiaying Liu, Wei Bai, Zongming Guo Journal of Software, Vol.23, No.5, pp.1248-1259, 2012. IEEE International Conference on Image Processing (ICIP), Brussels, Belgium, Sep. 2011. Project pdf

	Adaptive General Scale Interpolation Based on Weighted Autoregressive Models Mading Li, Jiaying Liu, Jie Ren, Zongming Guo IEEE Transactions on Circuit System for Video Technology (TCSVT). Vol.25, No.2, pp.200-211, Feb. 2015. Project pdf Code

	Adaptive Autoregressive Model with Window Extension via Explicit Geometry for Image Interpolation Qingyun Wang, Jiaying Liu, Wenhan Yang and Zongming Guo IEEE International Conference on Image Processing (ICIP), Quebec City, Canada, Sep. 2015. Project pdf

	General Scale Interpolation Based on Fine-Grained Isophote Model With Consistency Constraint Wenhan Yang, Jiaying Liu, Mading Li and Zongming Guo IEEE International Conference on Image Processing (ICIP), Paris, France, Oct. 2014. Project pdf

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