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个人简介

教育背景:博士学位(北京大学,2010年)

研究领域

图像/视频编码优化、增强重建、分析与理解

近期论文

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Jiaying Liu, Dejia Xu, Wenhan Yang, Minhao Fan, Haofeng Huang. "Benchmarking Low-Light Image Enhancement and Beyond", International Journal of Computer Vision (IJCV), Vol.129, pp.1153-1184, Jan. 2021. Jiaying Liu, Sijie Song, Chunhui Liu, Yanghao Li, Yueyu Hu. "A Benchmark Dataset and Comparison Study for Multi-Modal Human Action", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol.16, No.2, pp.1-24, May 2020. Jiaying Liu, Sifeng Xia, and 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. 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, July 2020. Jiaying Liu, Yanghao Li, Sijie Song, Junliang Xing, Cuiling Lan, and Wenjun Zeng. "Multi-Modality Multi-Task Recurrent Neural Network for Online Action Detection", IEEE Trans. on Circuit System for Video Technology (TCSVT), Vol.29, No.9, pp.2667-2682, Sep. 2019. 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. 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. Jiaying Liu, Shuai Yang, Yuming Fang, Zongming Guo. "Structure-Guided Image Inpainting Using Homography Transformation", IEEE Trans. on Multimedia (TMM), Vol.20, No.12, Dec. 2018. 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. 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. Jiaying Liu, Yongjin Cho, Zongming Guo and C.-C. Jay Kuo. "Bit Allocation for Spatial Scalability Coding of H.264/SVC With Dependent Rate-Distortion Analysis", IEEE Trans. on Circuit System for Video Technology (TCSVT), Vol.20, No.7, pp.967-981, 2010. Wenjing Wang, Xinhao Wang, Wenhan Yang, and Jiaying Liu. "Unsupervised Face Detection in the Dark", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.45, pp.1250 - 1266, Jan. 2023. Wenhan Yang, Robby T. Tan, Jiashi Feng, Shiqi Wang, and Jiaying Liu. "Recurrent Multi-Frame Deraining: Combining Physics Guidance and Adversarial Learning", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.44, pp.8569 - 8586, Nov. 2022. Xinhao Wang, Wenjing Wang, Shuai Yang, and Jiaying Liu. "CLAST: Contrastive Learning for Arbitrary Style Transfer", IEEE Trans. on Image Processing (TIP), Vol.31, pp.6761 - 6772, Oct. 2022. Chien-Lung Chou, Chieh-Yun Chen, Chia-Wei Hsieh, Hong Han Shuai, Jiaying Liu, and Wen-Huang Cheng. "Template-Free Try-on Image Synthesis via Semantic-guided Optimization", IEEE Trans. on Neural Networks and Learning Systems (TNNLS), Vol.33, pp.4584 - 4597, Sep. 2022. Yueyu Hu, Wenhan Yang, Zhan Ma, and Jiaying Liu. "Learning End-to-End Lossy Image Compression: A Benchmark", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.44, pp.4194 - 4211, Aug. 2022. Shuai Yang, Zhangyang Wang, and Jiaying Liu. "Shape-Matching GAN++: Scale Controllable Dynamic Artistic Text Style Transfer", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.44, pp.3807 - 3820, July 2022. Nam Ling, C.-C. Jay Kuo, Gary J. Sullivan, Dong Xu, Shan Liu, Hsueh-Ming Hang, Wen-Hsiao Peng, and Jiaying Liu. "The Future of Video Coding", APSIPA Trans. on Signal and Information Processing (APSIPA), Vol.11, June 2022. Jinxiu Liang, Jingwen Wang, Yuhui Quan, Tianyi Chen, Jiaying Liu, Haibin Ling, and Yong Xu. "Recurrent Exposure Generation for Low-Light Face Detection", IEEE Trans. on Multimedia (TMM), Vol.24, pp.1609-1621, Mar. 2022. Sijie Song, Jiaying Liu, Lilang Lin, and Zongming Guo. "Learning to Recognize Human Actions from Noisy Skeleton Data via Noise Adaptation", IEEE Trans. on Multimedia (TMM), Vol.24, pp.1152-1163, Mar. 2022. Haofeng Huang, Wenhan Yang, Yueyu Hu, Jiaying Liu, and Ling-Yu Duan. "Towards Low Light Enhancement with RAW Images", IEEE Trans. on Image Processing (TIP), Vol.31, pp.1391-1405, Jan. 2022. 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", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, pp.4272-4290, Dec. 2021. Shuai Yang, Zhangyang Wang, Jiaying Liu, and Zongming Guo. "Controllable Sketch-to-Image Translation for Robust Face Synthesis", IEEE Trans. on Image Processing (TIP), Vol.30, pp.8797-8810, Oct. 2021. Sijie Song, Wei Zhang, Jiaying Liu, Zongming Guo, and Tao Mei. "Unpaired Person Image Generation with Semantic Parsing Transformation", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, pp.4161-4176, Nov. 2021. Wenhan Yang, Robby T. Tan, Shiqi Wang, Yuming Fang, and Jiaying Liu. "Single Image Deraining: From Model-Based to Data-Driven and Beyond", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, pp.4059-4077, Nov 2021. Shuai Yang, Yueyu Hu, Wenhan Yang, Ling-Yu Duan, and Jiaying Liu. "Towards Coding for Human and Machine Vision: Scalable Face Image Coding", IEEE Trans. on Multimedia (TMM), Vol.23, pp.2957-2971, Sep. 2021. Shuai Yang*, Wenjing Wang* and Jiaying Liu. "TE141K: Artistic Text Benchmark for Text Effect Transfer", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, pp.3709-3723, Oct. 2021. (*Equal contribution) Dezhao Wang, Sifeng Xia, Wenhan Yang, and 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, Apr. 2021. Wen-Huang Cheng, Sijie Song, Chieh-Yun Chen, Shintami Chusnul Hidayati, and Jiaying Liu. "Fashion Meets Computer Vision: A Survey", ACM Computing Surveys (CSUR), Vol. 54, No.4, pp.1-41, July 2021. Wenjing Wang, Lilang Lin, Zejia Fan, and Jiaying Liu. "Semi-Supervised Learning for Mars Imagery Classification and Segmentation", Accepted by ACM Trans. on Multimedia Computing Communications and Applications (TOMM), Nov. 2022. Wendong Mao, Shuai Yang, Huihong Shi, Jiaying Liu, and Zhongfeng Wang. "Intelligent Typography: Artistic Text Style Transfer for Complex Texture and Structure", Accepted by IEEE Trans. on Multimedia (TMM), Sep. 2022. Wenhan Yang, Robby T. Tan, Shiqi Wang, Alex C. Kot, and Jiaying Liu. "Learning to Remove Rain in Video with Self-Supervision", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), June 2022. Yuzhang Hu, Wenhan Yang, Jiaying Liu, and Zongming Guo. "Deep Inter Prediction with Error-Corrected Auto-Regressive Network for Video Coding", Accepted by ACM Trans. on Multimedia Computing Communications and Applications (TOMM), Mar. 2022. 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, Jan. 2021. Wenhan Yang, Haofeng Huang, Wenjing Wang, 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, Jan. 2021. Wenjing Wang, Shuai Yang, Jizheng Xu, and Jiaying Liu. "Consistent Video Style Transfer via Relaxation and Regularization", IEEE Trans. on Image Processing (TIP), Vol.29, pp.9125-9139, Aug. 2020. 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, Mar. 2020. 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, May 2020. 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. 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, Mar. 2020. Sijie Song, Jiaying Liu, Yanghao Li, and Zongming Guo. "Modality Compensation Network: Cross-Modal Adaptation for Action Recognition", IEEE Trans. on Image Processing (TIP), Vol.29, pp.3957-3969, Jan. 2020. Mading Li, Jiaying Liu*, Xiaoyan Sun, and Zhiwei Xiong. "Image/Video Restoration via Multiplanar Autoregressive Model and Low-Rank Optimization", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol.15, No.4, pp.1551-6857, Dec. 2019. Yueyu Hu, Wenhan Yang, Mading Li, and Jiaying Liu*. "Progressive Spatial Recurrent Neural Network for Intra Prediction", IEEE Transactions on Multimedia (TMM), Vol.21, No.12, pp.3024-3037, Dec. 2019. Chuanmin Jia, Shiqi Wang, Xinfeng Zhang, Shanshe Wang, Jiaying Liu, and Siwei Ma. "Content-Aware Convolutional Neural Network for In-loop Filtering in High Efficiency Video Coding", IEEE Trans. on Image Processing (TIP), Vol.28, No.7, pp.3343-3356, July 2019. 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. Wenhan Yang, Sifeng Xia, Jiaying Liu*, 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. Yuming Fang, Jiaying Liu*, Yabin Zhang, Weisi Lin, and Zongming Guo. "Reduced-Reference Quality Assessment of Image Super-resolution by Energy Change and Texture Variation", Journal of Visual Communication and Image Representation (JVCI), Vol.60, pp.140-148, Apr. 2019. Xinfeng Zhang, Weisi Lin, Shiqi Wang, Jiaying Liu, Siwei Ma, and Wen Gao. "Fine-Grained Quality Assessment for Compressed Images", IEEE Trans. on Image Processing (TIP), Vol.28, No.3, pp.1163-1175, March 2019. 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. Shuai Yang, Jiaying Liu*, Zhouhui Lian, and Zongming Guo. "Text Effects Transfer via Distribution-Aware Texture Synthesis", Computer Vision and Image Understanding (CVIU), Vol.174, pp.43-56, Sep. 2018. Yanghao Li, Naiyan Wang, Jianping Shi, Xiaodi Hou, and Jiaying Liu*. "Adaptive Batch Normalization for Practical Domain Adaptation", Pattern Recognition (PR), Vol.80, pp.109-117, Aug. 2018. Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng and Jiaying Liu*. "Spatial-Temporal Attention Based LSTM Networks for 3D Action Recognition and Detection", IEEE Trans. on Image Processing (TIP), Vol.27, No.7, pp.3459-3471, July 2018. 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. 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. 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, Mar. 2018. Shuai Yang, Jiaying Liu*, Yuming Fang, and Zongming Guo. "Joint-Feature Guided Depth Map Super-Resolution with Face Priors", IEEE Trans. on Cybernetics (TCYB), Vol.48, No.1, pp.399-411, Jan. 2018.

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