Publications

(* corresponding author)

Journal

  • Wenhan Yang, Robby T. Tan, Jiashi Feng, Shiqi Wang, Bin Cheng, and Jiaying Liu. "Recurrent Multi-Frame Deraining: Combining Physics Guidance and Adversarial Learning", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), 2021. [pdf]
  • Wenhan Yang, Robby T. Tan, Jiashi Feng, Zongming Guo, Shuicheng Yan, and Jiaying Liu. "Joint Rain Detection and Removal from a Single Image with Contextualized Deep Networks", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.42, No.6, pp.1377-1393, June 2020. [pdf]
  • Wenhan Yang, Robby T. Tan, Shiqi Wang, Yuming Fang, and Jiaying Liu. "Single Image Deraining: From Model-Based to Data-Driven and Beyond", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), May 2020. [pdf]
  • Wenhan Yang, Wenjing Wang, Haofeng Huang, Shiqi Wang, and Jiaying Liu. "Sparse Gradient Regularized Deep Retinex Network for Robust Low-Light Image Enhancement", IEEE Trans. on Image Processing (TIP), Vol.30, pp.2072-2086, 2021. [pdf]
  • Wenhan Yang, Shiqi Wang, Yuming Fang, Yue Wang, and Jiaying Liu. "Band Representation-Based Semi-Supervised Low-Light Image Enhancement: Bridging the Gap Between Signal Fidelity and Perceptual Quality", IEEE Trans. on Image Processing (TIP), Vol.30, pp.3461-3473, 2021. [pdf]
  • Wenhan Yang, Shiqi Wang, and Jiaying Liu. "Removing Arbitrary-Scale Rain Streaks via Fractal Band Learning with Self-Supervision", IEEE Trans. on Image Processing (TIP), Vol.29, pp. 6759-6772, 2020. [pdf]
  • Wenhan Yang*, Ye Yuan*, Wenqi Ren, Jiaying Liu, Walter J. Scheirer, Zhangyang Wang, et al. "Advancing Image Understanding in Poor Visibility Environments: A Collective Benchmark Study", IEEE Trans. on Image Processing (TIP), Vol.29, pp.5737-5752, 2020. (*Contributed equally) [pdf]
  • Wenhan Yang, Jiaying Liu, Shuai Yang, and Zongming Guo. "Scale-Free Single Image Deraining via Visibility-Enhanced Recurrent Wavelet Learning", IEEE Trans. on Image Processing (TIP), Vol.28, No.6, pp.2948-2961, June 2019. [pdf]
  • Wenhan Yang, Jiashi Feng, Jianchao Yang, Fang Zhao, Jiaying Liu, Zongming Guo, and Shuicheng Yan. "Deep Edge Guided Recurrent Residual Learning for Image Super-Resolution", IEEE Trans. on Image Processing (TIP), Vol.26, No.12, pp.5895-5907, Dec. 2017. [pdf]
  • Wenhan Yang, Sifeng Xia, Jiaying Liu, and Zongming Guo. "Reference Guided Deep Super-Resolution via Manifold Localized External Compensation", IEEE Trans. on Circuit System for Video Technology (TCSVT), Vol.29, No.5, pp.1270-1283, May 2019. [pdf]
  • Wenhan Yang, Jiaying Liu, Mading Li, and Zongming Guo. "Isophote-Constrained Autoregressive Model with Adaptive Window Extension for Image Interpolation", IEEE Trans. on Circuit System for Video Technology (TCSVT), Vol.28, No.5, pp.1071-1086, May 2018. [pdf]
  • Wenhan Yang, Jiashi Feng, Guosen Xie, Jiaying Liu, Zongming Guo, and Shuicheng Yan. "Video Super-Resolution Based on Spatial-Temporal Recurrent Residual Networks", Computer Vision and Image Understanding (CVIU), Vol.168, pp.79-92, March. 2018. [pdf]
  • Wenhan Yang, Jiaying Liu, Sifeng Xia, and Zongming Guo. "Data-Driven External Compensation Guided Deep Networks for Image Super-Resolution", Ruan Jian Xue Bao/Journal of Software, Vol.29, No.4, pp.900-913, April 2018. [pdf]
  • Yueyu Hu, Wenhan Yang, Zhan Ma, Jiaying Liu. "Learning End-to-End Lossy Image Compression: A Benchmark", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), March 2021. [pdf]
  • Jiaying Liu, Wenhan Yang*, Shuai Yang, and Zongming Guo. "D3R-Net: Dynamic Routing Residue Recurrent Network for Video Rain Removal", IEEE Trans. on Image Processing (TIP), Vol.28, No.2, pp.699-712, Feb. 2019. [pdf]
  • Jiaying Liu, Sifeng Xia, Wenhan Yang*, Mading Li, and Dong Liu. "One-for-All: Grouped Variation Network Based Fractional Interpolation in Video Coding", IEEE Trans. on Image Processing (TIP), Vol.28, No.5, pp.2140-2151, May 2019. [pdf]
  • Jiaying Liu*, Dejia Xu, Wenhan Yang*, Minhao Fan, and Haofeng Huang. "Benchmarking Low-Light Image Enhancement and Beyond", International Journal of Computer Vision (IJCV), Vol. 129, pp. 1153–1184, April 2021. [pdf]
  • Rosaura G. VidalMata, Sreya Banerjee, Brandon RichardWebster, Michael Albright, Pedro Davalos, Scott McCloskey, Ben Miller, Asong Tambo, Sushobhan Ghosh, Sudarshan Nagesh, Ye Yuan, Yueyu Hu, Junru Wu, Wenhan Yang, Xiaoshuai Zhang, Jiaying Liu, et al. "Bridging the Gap Between Computational Photography and Visual Recognition", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), May 2020. [pdf]
  • Peilin Chen, Wenhan Yang, Meng Wang, Long Sun, Kangkang Hu, and Shiqi Wang. "Compressed Domain Deep Video Super-Resolution", Accepted by IEEE Trans. on Image Processing (TIP), 2021. [pdf]
  • Xutong Ren, Wenhan Yang, Wen-Huang Cheng, and Jiaying Liu. "LR3M: Robust Low-Light Enhancement via Low-Rank Regularized Retinex Model", IEEE Trans. on Image Processing (TIP), Vol.29, pp.5862-5876, 2020. [pdf]
  • Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, and Sam Kwong. "Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network", IEEE Trans. on Image Processing (TIP), Vol.29, pp. 9140-9151, 2020. [pdf]
  • Baoliang Chen, Wenhan Yang, Haoliang Li, Shiqi Wang, and Sam Kwong. "Camera Invariant Feature Learning for Generalized Face Anti-spoofing", IEEE Trans. on Information Forensics and Security (TIFS), vol. 16, pp. 2477-2492, 2021 [pdf]
  • Yueyu Hu, Wenhan Yang, Mading Li, and Jiaying Liu. "Progressive Spatial Recurrent Neural Network for Intra Prediction", IEEE Trans. on Multimedia (TMM), Vol.21, No.12, pp.3024-3037, Dec. 2019. [pdf]
  • Jiaying Liu, Wenhan Yang, Xiaoyan Sun, and Wenjun Zeng. "Photo Stylistic Brush: Robust Style Transfer via Superpixel-Based Bipartite Graph", IEEE Trans. on Multimedia (TMM), Vol.20, No.7, pp.1724-1737, July 2018. [pdf]
  • Jiaying Liu, Wenhan Yang, Xinfeng Zhang, and Zongming Guo. "Retrieval Compensated Group Structured Sparsity for Image Super-Resolution", IEEE Trans. on Multimedia (TMM), Vol.19, No.2, pp.302-216, Feb. 2017. [pdf]
  • Dezhao Wang, Sifeng Xia, Wenhan Yang, Jiaying Liu. "Combining Progressive Rethinking and Collaborative Learning: A Deep Framework for In-Loop Filtering", IEEE Trans. on Image Processing (TIP), Vol.30, pp.4198-4211, 2021. [pdf]
  • Xuelin Shen, Zhangkai Ni, Wenhan Yang, Xinfeng Zhang, Shiqi Wang, Sam Kwong. "Just Noticeable Distortion Profile Inference: A Patch-Level Structural Visibility Learning Approach", IEEE Trans. on Image Processing (TIP), Vol.30, pp.26-38, 2021. [pdf]
  • Jiaying Liu, Dong Liu, Wenhan Yang, Sifeng Xia, Xiaoshuai Zhang, and Yueying Dai. "A Comprehensive Benchmark for Single Image Compression Artifact Reduction", IEEE Trans. on Image Processing (TIP), Vol.29, pp.7845-7860, 2020. [pdf]
  • Ling-yu Duan, Jiaying Liu, Wenhan Yang, Tiejun Huang, and Wen Gao. "Video Coding for Machines: A Paradigm of Collaborative Compression and Intelligent Analytics", IEEE Trans. on Image Processing (TIP), Vol.29, pp.8680-8695, 2020. [pdf]
  • Yongqin Zhang, Jiaying Liu, Wenhan Yang and Zongming Guo. "Image Super-Resolution Based on Structure-Modulated Sparse Representation", IEEE Trans. on Image Processing (TIP), Vol.24, No.9, pp.2797-2810, May 2015. [pdf]
  • Shuai Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Context-Aware Text-Based Binary Image Stylization and Synthesis", IEEE Trans. on Image Processing (TIP), Vol.28, No.2, pp.952-964, Feb. 2019. [pdf]
  • Mading Li, Jiaying Liu, Wenhan Yang, Xiaoyan Sun, and Zongming Guo. "Structure-Revealing Low-Light Image Enhancement via Robust Retinex Model", IEEE Trans. on Image Processing (TIP), Vol.27, No.6, pp.2828-2941, June. 2018. [pdf]
  • Shuai Yang, Ysueyu Hu, Wenhan Yang, Ling-Yu Duan, and Jiaying Liu. "Towards Coding for Human and Machine Vision: Scalable Face Image Coding", Accepted by IEEE Trans. on Multimedia (TMM), Dec. 2020. [pdf]
  • Jiaying Liu, Sifeng Xia, Wenhan Yang. "Deep Reference Generation with Multi-Domain Hierarchical Constraints for Inter Prediction", IEEE Trans. on Multimedia (TMM), Vol.22, no. 10, pp. 2497-2510, Oct. 2020. [pdf]
  • Chenqi Kong, Baoliang Chen, Wenhan Yang, Haoliang Li, Peilin Chen and Shiqi Wang. "Appearance Matters, So Does Audio: Revealing the Hidden Face via Cross-Modality Transfer", Accepted by IEEE Trans. on Circuit System for Video Technology (TCSVT), Feb. 2021. [pdf]
  • Fang Zhao, Jiashi Feng, Jian Zhao, Wenhan Yang, and Shuicheng Yan. "Robust LSTM-Autoencoders for Face De-Occlusion in the Wild", IEEE Trans. on Image Processing (TIP), Vol.27, No.2, pp.778-790, Feb. 2018. [pdf]
  • Guo-Sen Xie, Xu-Yao Zhang, Wenhan Yang, Mingliang Xu, Shuicheng Yan, and Cheng-Lin Liu. "LG-CNN: From local parts to global discrimination for fine-grained recognition", Pattern Recognition (PR), Vol.71, pp.118–131, Nov. 2017. [pdf]

Conference

  • Wenhan Yang, Robby T. Tan, Shiqi Wang, Jiaying Liu. "Self-Learned Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, June 2020. [pdf]
  • Wenhan Yang, Shiqi Wang, Yuming Fang, Yue Wang, Jiaying Liu. "From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, June 2020. [pdf]
  • Wenhan Yang, Shiqi Wang, Dejia Xu, Xiaodong Wang, and Jiaying Liu. "Towards Scale-Free Rain Streak Removal via Self-Supervised Fractal Band Learning", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, Feb. 2020. [pdf]
  • Wenhan Yang, Jiaying Liu, Jiashi Feng. "Frame-Consistent Recurrent Video Deraining with Dual-Level Flow", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, U.S., June 2019. [pdf]
  • Wenhan Yang, Robby T. Tan, Jiashi Feng, Jiaying Liu, Zongming Guo, and Shuicheng Yan. "Joint Rain Detection and Removal from a Single Image", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, U.S., Jul. 2017. [pdf]
  • Wenhan Yang*, Shihong Deng*, Yueyu Hu, Junliang Xing, and Jiaying Liu. "Real-Time Deep Video SpaTial Resolution UpConversion SysTem (STRUCT++ Demo)", Proc. of ACM Multimedia (ACM MM) Demo, Silicon Valley, California, U.S., Oct. 2017. (*Equal contribution) [pdf]
  • Wenhan Yang, Jiaying Liu, Sifeng Xia, and Zongming Guo. "Variation Learning Guided Convolutional Network for Image Interpolation", Proc. of IEEE International Conference on Image Processing (ICIP), Beijing, China, September 2017. [pdf]
  • Wenhan Yang, Jiaying Liu, Saboya Yang and Zongming Guo. "Image Super-Resolution via Nonlocal Similarity and Group Structured Sparse Representation", Proc. of IEEE Visual Communications and Image Processing (VCIP), Singapore, Singapore, Dec. 2015. [pdf]
  • Wenhan Yang, Jiaying Liu, Shuai Yang, Zongming Guo, "Novel Autoregressive Model Based on Adaptive Window-Extension and Patch-Geodesic Distance for Image Interpolation", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, Australia, Apr. 2015. [pdf]
  • Wenhan Yang, Jiaying Liu, Mading Li and Zongming Guo. "General Scale Interpolation Based on Fine-Grained Isophote Model With Consistency Constraint". Proc. of IEEE International Conference on Image Processing (ICIP), Paris, France, Oct. 2014. [pdf]
  • Wenhan Yang, Jiaying Liu and, Zongming Guo. "Spatial-Temporal Recurrent Residual Networks for Video Super-Resolution", Proc. of International Forum of Digital TV and Wireless Multimedia Communication (IFTC), Shanghai, China, Nov. 2017. [pdf]
  • Yueyu Hu, Shuai Yang, Wenhan Yang, Ling-Yu Duan, and Jiaying Liu. "Towards Coding for Human and Machine Vision: A Scalable Image Coding Approach", Proc. of IEEE International Conference on Multimedia & Expo (ICME), London, UK, July 2020. (Best paper award) [pdf]
  • Mading Li, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Joint Denoising and Enhancement for Low-Light Images via Retinex Model", Proc. of International Forum of Digital TV and Wireless Multimedia Communication (IFTC), Shanghai, China, Nov. 2017. (Best paper award) [pdf]
  • Jiaying Liu, Wenhan Yang*, Shuai Yang, Zongming Guo. "Erase or Fill? Deep Joint Recurrent Rain Removal and Reconstruction in Videos", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, U.S., June 2018. [pdf]
  • Wenjing Wang, Wenhan Yang, Jiaying Liu. "HLA-Face: Joint High-Low Adaptation for Low Light Face Detections", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, June 2021. [pdf]
  • Wending Yan, Wenhan Yang, Dengxin Dai, Robby T. Tan. "Self-Aligned Video Deraining with Transmission-Depth Consistency", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, June 2021. [pdf]
  • Yueyu Hu, Wenhan Yang, Jiaying Liu. "Coarse-to-Fine Hyper-Prior Modeling for Learned Image Compression", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, Feb. 2020. [pdf]
  • Zhangkai Ni, Wenhan Yang, Shiqi Wang, Lin Ma, and Sam Kwong. "Unpaired Image Enhancement with Quality-Attention Generative Adversarial Network", Proc. of ACM Multimedia (ACM MM), Seattle, Washington, Oct. 2020. [pdf]
  • Peilin Chen, Wenhan Yang, Long Sun and Shiqi Wang. "When Bitstream Prior Meets Deep Prior: Compressed Video Super-resolution with Learning from Decoding", Proc. of ACM Multimedia (ACM MM), Seattle, Washington, Oct. 2020. [pdf]
  • Minhao Fan, Wenjing Wang, Wenhan Yang, and Jiaying Liu. "Integrating Semantic Segmentation and Retinex Model for Low-Light Image Enhancement", Proc. of ACM Multimedia (ACM MM), Seattle, Washington, Oct. 2020. [pdf]
  • Lilang Lin, Sijie Song, Wenhan Yang, and Jiaying Liu. "MS^2L: Multi-task Self-supervised Learning for Skeleton Based Action Recognition", Proc. of ACM Multimedia (ACM MM), Seattle, Washington, Oct. 2020. [pdf]
  • Rui Qian, Robby Tan, Wenhan Yang, Jiajun Su, and Jiaying Liu. "Attentive Generative Adversarial Network for Raindrop Removal from A Single Image", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, Utah, U.S., June 2018. [pdf]
  • Shuai Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Context-Aware Unsupervised Text Stylization", Proc. of ACM Multimedia (ACM MM), Seoul, Korea, Oct. 2018. [pdf]
  • Sifeng Xia, Wenhan Yang, Yueyu Hu, Siwei Ma, and Jiaying Liu. "A Group Variational Transformation Neural Network for Fractional Interpolation of Video Coding", Proc. of Data Compression Conference (DCC), Snowbird, Utah, Mar. 2018. [pdf]
  • Yueyu Hu, Wenhan Yang, Sifeng Xia, Wen-Huang Cheng, and Jiaying Liu. "Enhanced Intra Prediction with Recurrent Neural Network in Video Coding", Proc. of Data Compression Conference (DCC), Snowbird, Utah, Mar. 2018. [pdf]