STRUCT

TET-GAN: Text Effects Transfer via Stylization and Destylization
Shuai Yang, Jiaying Liu, Wenjing Wang, and Zongming Guo
Accepted by AAAI Conference on Artificial Intelligence (AAAI), Jan. 2019.

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Context-Aware Text-Based Binary Image Stylization and Synthesis
Shuai Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo
Accepted by IEEE Trans. on Image Processing (TIP), Sep. 2018.

Project

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

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

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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.

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Adaptive Batch Normalization for Practical Domain Adaptation
Yanghao Li, Naiyan Wang, Jianping Shi, Xiaodi Hou, and Jiaying Liu
Pattern Recognition (PR), Vol.80, pp.109-117, Aug. 2018.

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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.

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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.

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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.

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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.

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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. 

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A Group Variational Transformation Neural Network for Fractional Interpolation of Video Coding
Sifeng Xia, Wenhan Yang, Yueyu Hu, Siwei Ma, and Jiaying Liu
Data Compression Conferencen (DCC), Apr. 2018.

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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) 

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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.

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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.

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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.

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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.

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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.

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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.

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Factorized Bilinear Models for Image Recognition
Yanghao Li, Naiyan Wang, Jiaying Liu and Xiaodi Hou
International Conference on Computer Vision (ICCV), Venice, Italy, Oct. 2017.

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

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PKU-MMD: A Large Scale Benchmark for Skeleton-Based Human Action Understanding
Chunhui Liu, Yueyu Hu, Yanghao Li, Sijie Song, and Jiaying Liu.
ACM Multimedia (ACM MM) Workshop, Silicon Valley, California, U.S., Oct. 2017.

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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.

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

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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

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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.

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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.

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