Jiaying Liu Ph.D. | 刘家瑛
Associate Professor, PhD Supervisor
Peking University Boya Young Fellow
IEEE Senior Member / CCF Distinguished Member
Wangxuan Institute of Computer Technology, Peking University

Selected Publication

(* Corresponding author)

Journal

Wenjing Wang, Rundong Luo, Wenhan Yang, and Jiaying Liu. "Unsupervised Illumination Adaptation for Low-Light Vision", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Mar. 2024.
Wenhan Yang, Haofeng Huang, Yueyu Hu, Ling-Yu Duan, and Jiaying Liu. "Video Coding for Machines: Compact Visual Representation Compression for Intelligent Collaborative Analytics", Accepted by IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Feb. 2024.
Jiahang Zhang, Lilang Lin, Zejia Fan, Wenjing Wang, and Jiaying Liu. "S5Mars: Semi-Supervised Learning for Mars Semantic Segmentation", IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol.62, pp.1-15, Apr. 2024.
Lilang Lin, Jiahang Zhang, and Jiaying Liu. "Mutual Information Driven Equivariant Contrastive Learning for 3D Action Representation Learning", IEEE Trans. on Image Processing (TIP), Vol.33, pp.1883-1897, Mar. 2024.
Wenhan Yang, Robby T. Tan, Shiqi Wang, Alex C. Kot, and Jiaying Liu. "Learning to Remove Rain in Video with Self-Supervision", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.46, No.3, pp.1378-1396, Feb. 2024.
Wendong Mao, Shuai Yang, Huihong Shi, Jiaying Liu, and Zhongfeng Wang. "Intelligent Typography: Artistic Text Style Transfer for Complex Texture and Structure", IEEE Trans. on Multimedia (TMM), Vol. 25, pp.6485-6498, Nov. 2023.
Meiqi Wang, Tianqi Su, Siyi Chen, Wenhan Yang, Jiaying Liu, and Zhongfeng Wang. "Automatic Model-Based Dataset Generation for High-Level Vision Tasks of Autonomous Driving in Haze Weather", IEEE Trans. on Industrial Informatics (TII), Vol.19, No.8, pp.9071-9081, Aug. 2023.
Wenjing Wang, Lilang Lin, Zejia Fan, and Jiaying Liu. "Semi-Supervised Learning for Mars Imagery Classification and Segmentation", ACM Trans. on Multimedia Computing Communications and Applications (TOMM), Vol.19, No.4, pp.1-13, Mar. 2023.
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, No.1, pp.1250-1266, Jan. 2023.
Yuzhang Hu, Wenhan Yang, Jiaying Liu, and Zongming Guo. "Deep Inter Prediction with Error-Corrected Auto-Regressive Network for Video Coding", ACM Trans. on Multimedia Computing Communications and Applications (TOMM), Vol.19, No.33, pp.1-22, 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, No.11, pp.8569-8586, Nov. 2022.
Xinhao Wang, Shuai Yang, Wenjing Wang, and Jiaying Liu. "Artistic Text Style Transfer", IEEE Signal Processing Magazine (SPM), Vol.39, pp.10-17, Nov. 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, No.9, 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, No.8, 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, No.7, 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, 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.
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, 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, 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, and Jiaying Liu, et al. "Bridging the Gap Between Computational Photography and Visual Recognition", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.43, No.12, pp.4272-4290, Dec. 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, No.11, 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, No.11, pp.4059-4077, Nov. 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, No.10, pp.3709-3723, Oct. 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.
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.
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, Jan. 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, 2021.
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, 2021.
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.
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, 2021.
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.
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.
Jiaying Liu, Sijie Song, Chunhui Liu, Yanghao Li, and Yueyu Hu. "A Benchmark Dataset and Comparison Study for Multi-Modal Human Action", ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM), Vol.16, No.2, pp.1-24, May 2020.
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, 2020.
Lingyu 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.
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.
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.
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.
Wenhan Yang, Ye Yuan, Wenqi Ren, Jiaying Liu, Walter J. Scheirer, and 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.
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, 2020.
Mading Li, Jiaying Liu, Xiaoyan Sun, and Zhiwei Xiong. "Image/Video Restoration via Multiplanar Autoregressive Model and Low-Rank Optimization", ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM), Vol.15, No.4, pp.1-23, Dec. 2019.
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.
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 Circuits and Systems for Video Technology (TCSVT), Vol.29, No.9, pp.2667-2682, Sep. 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, and Zongming Guo. "Reference-Guided Deep Super-Resolution via Manifold Localized External Compensation", IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), Vol.29, No.5, pp.1270-1283, May 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.
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, Mar. 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.
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, and Zongming Guo. "Structure-Guided Image Inpainting Using Homography Transformation", IEEE Trans. on Multimedia (TMM), Vol.20, No.12, pp.3252-3265, Dec. 2018.
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.
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.
Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. "Spatio-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 Circuits and Systems for Video Technology (TCSVT), Vol.28, No.5, pp.1071-1086, May 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.
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.
Yuming Fang, Jiebin Yan, Jiaying Liu, Shiqi Wang, Qiaohong Li, and Zongming Guo. "Objective Quality Assessment of Screen Content Images by Uncertainty Weighting", IEEE Trans. on Image Processing (TIP), Vol.26, No.4, pp.2016-2027 Apr. 2017.
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.302-316, Feb. 2017.
Xinfeng Zhang, Ruiqin Xiong, Weisi Lin, Siwei Ma, Jiaying Liu, and Wen Gao. "Video Compression Artifact Reduction via Spatio-Temporal Multi-Hypothesis Prediction", IEEE Trans. on Image Processing (TIP), Vol.24, No.12, pp.6048 - 6061, Dec. 2015.
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, Sep. 2015.
Mading Li, Jiaying Liu, Jie Ren, and Zongming Guo. "Adaptive General Scale Interpolation Based on Weighted Autoregressive Models", IEEE Trans. on Circuits and Systems for Video Technology (TCSVT). Vol.25, No.2, pp.200-211, Feb. 2015.
Yongjin Cho, Do-Kyoung Kwon, Jiaying Liu, and C.-C. Jay Kuo. "Dependent R/D Modeling Techniques and Joint T-Q Layer Bit Allocation for H.264/SVC", IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), Vol.23, No.6, pp.1003-1015, June 2013.
Jie Ren, Jiaying Liu, and Zongming Guo. "Context-Aware Sparse Decomposition for Image Denoising and Super-Resolution", IEEE Trans. on Image Processing (TIP), Vol.22, No.4, pp.1456-1469, Apr. 2013.
Jun Sun, Yizhou Duan, Jiangtao Li, Jiaying Liu, and Zongming Guo. "Rate-Distortion Analysis of Dead-Zone Plus Uniform Threshold Scalar Quantization and Its Application—Part I: Fundamental Theory", IEEE Trans. on Image Processing (TIP), Vol.22, No.1, pp.202-214, Jan. 2013.
Jun Sun, Yizhou Duan, Jiangtao Li, Jiaying Liu, and Zongming Guo. "Rate-Distortion Analysis of Dead-Zone Plus Uniform Threshold Scalar Quantization and Its Application—Part II: Two-Pass VBR Coding for H.264/AVC", IEEE Trans. on Image Processing (TIP), Vol.22, No.1, pp.215-228, Jan. 2013.

Conference

Jiahang Zhang, Lilang Lin, and Jiaying Liu. "Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition", Accepted by International Joint Conference on Artificial Intelligence (IJCAI), Jeju, Korea, Aug. 2024.
Wenjing Wang, Huan Yang, Jianlong Fu, and Jiaying Liu. "Zero-Reference Low-Light Enhancement via Physical Quadruple Priors", Accepted by IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, US, June 2024.
Yiyang Ma, Huan Yang, Wenhan Yang, Jianlong Fu, and Jiaying Liu. "Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution", Proc. of International Conference on Learning Representations (ICLR), Vienna, Austria, May 2024.
Xiang Gao, Zhengbo Xu, Junhan Zhao, and Jiaying Liu. "Frequency-Controlled Diffusion Model for Versatile Text-Guided Image-to-Image Translation", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, Feb. 2024.
Haofeng Huang, Wenhan Yang, Lingyu Duan, and Jiaying Liu. "Seeing Dark Videos via Self-Learned Bottleneck Neural Representation", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Vancouver, Canada, Feb. 2024.
Rundong Luo, Wenjing Wang, Wenhan Yang, and Jiaying Liu. "Similarity Min-Max: Zero-Shot Day-Night Domain Adaptation", Proc. of International Conference on Computer Vision (ICCV), Paris, France, Oct. 2023.
Jiahang Zhang, Lilang Lin, and Jiaying Liu. "Prompted Contrast with Masked Motion Modeling: Towards Versatile 3D Action Representation Learning", Proc. of ACM Multimedia (ACM MM), Ottawa, Canada, Oct. 2023.
Haowei Kuang, Haofeng Huang, Wenhan Yang, and Jiaying Liu. "Flash Compensated Low-Light Enhancement via Hierarchical Network Prediction", Proc. of IEEE International Conference on Image Processing (ICIP), Kuala Lumpur, Malaysia, Oct. 2023.
Shujia Li, Dezhao Wang, Zejia Fan, and Jiaying Liu. "Content-Adaptive Parallel Entropy Coding for End-to-End Image Compression", Proc. of IEEE International Conference on Image Processing (ICIP), Kuala Lumpur, Malaysia, Oct. 2023.
Minghao Liu, Wenhan Yang, Yuzhang Hu, and Jiaying Liu. "Dual Prompt Learning for Continual Rain Removal from Single Images", Proc. of International Joint Conferences on Artificial Intelligence (IJCAI), Macao, Aug. 2023.
Yuzhang Hu, Wenhan Yang, Minghao Liu, Jiaying Liu, and Zongming Guo. "Collaborative Spatial-Temporal Distillation for Efficient Video Deraining", Proc. of IEEE International Conference on Multimedia & Expo (ICME), Brisbane, Australia, July 2023.
Lilang Lin, Jiahang Zhang, and Jiaying Liu. "Actionlet-Dependent Contrastive Learning for Unsupervised Skeleton-Based Action Recognition", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, Canada, June 2023.
Lilang Lin, Jiahang Zhang, and Jiaying Liu. "Bayesian Contrastive Learning with Manifold Regularization for Self-Supervised Skeleton Based Action Recognition", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, US, May 2023.
Luyao Zhang, Wenjing Wang, and Jiaying Liu. "Temporal Consistent Oil Painting Video Stylization", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, US, May 2023.
Jiahang Zhang, Lilang Lin, and Jiaying Liu. "Hierarchical Consistent Contrastive Learning for Skeleton-Based Action Recognition with Growing Augmentations", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Washington, US, Feb. 2023.
Yiyang Ma, Huan Yang, Bei Liu, Jianlong Fu, and Jiaying Liu. "AI Illustrator: Translating Book Descriptions into Images by Prompt-based Cross-Modal Generation", Proc. of ACM Multimedia (ACM MM), Lisbon, Portugal, Oct. 2022.
Wenjing Wang, Zhengbo Xu, Haofeng Huang, and Jiaying Liu. "Self-Aligned Concave Curve: Illumination Enhancement for Unsupervised Adaptation", Proc. of ACM Multimedia (ACM MM), Lisbon, Portugal, Oct. 2022.
Yuzhang Hu, Wenhan Yang, Jiaying Liu, and Zongming Guo. "Rain-Prior Injected Knowledge Distillation for Single Image Deraining", Proc. of IEEE International Conference on Image Processing (ICIP), Bordeaux, France, Oct. 2022.
Dezhao Wang, Wenhan Yang, Yueyu Hu, and Jiaying Liu. "Neural Data-Dependent Transform for Learned Image Compression", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, US, June 2022.
Haofeng Huang, Wenhan Yang, Wei Xiang, Jiaying Liu, and Ling-Yu Duan. "Collaborative Scalable Visual Compression for Human-Centered Videos", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Austin, US, May 2022.
Shixing Yu, Yiyang Ma, Wei Xiang, Wenhan Yang, and Jiaying Liu. "Meta-Interpolation: Time-Arbitrary Frame Interpolation via Dual Meta-Learning", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Austin, US, May 2022.
(IEEE CASS MSA TC Best Paper Award)
Zejia Fan, Jiaying Liu, Wenhan Yang, Wei Xiang, and Zongming Guo. "Self-Learned Video Super-Resolution with Augmented Spatial and Temporal Context", Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Singapore, May 2022.
Qi Han, Zejia Fan, Qi Dai, Lei Sun, Ming-Ming Cheng, Jiaying Liu, and Jingdong Wang. "On the Connection between Local Attention and Dynamic Depth-wise Convolution", Proc. of International Conference on Learning Representations (ICLR), Lisbon, Portugal, Apr. 2022.
Qiyu Dai, Shuai Yang, Wenjing Wang, Wei Xiang, and Jiaying Liu. "Edit Like A Designer: Modeling Design Workflows for Unaligned Fashion Editing", Proc. of ACM Multimedia (ACM MM), Chengdu, China, Oct. 2021.
Wenjing Wang, Liliang Lin, Zejia Fan, and Jiaying Liu. "Semi-Supervised Learning for Mars Imagery Classification", Proc. of IEEE International Conference on Image Processing (ICIP), Alaska, US, Sep. 2021.
Hao Liang, Shuai Yang, Wenjing Wang, and Jiaying Liu. "Instance-Aware Coherent Video Style Transfer for Chinese Ink Wash Painting", Proc. of International Joint Conference on Artificial Intelligence (IJCAI), Montreal, Canada, Aug. 2021.
Sijie Song, Xudong Lin, Jiaying Liu, Zongming Guo, and Shih-Fu Chang. "Co-Grounding Networks with Semantic Attention for Referring Expression Comprehension in Videos", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, US, June 2021.
Wenjing Wang, Wenhan Yang, and Jiaying Liu. "HLA-Face: Joint High-Low Adaptation for Low Light Face Detection", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, US, June 2021.
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, US, Oct. 2020.
Yu Han, Shuai Yang, Wenjing Wang, and Jiaying Liu. "From Design Draft to Real Attire: Unaligned Fashion Image Translation", Proc. of ACM Multimedia (ACM MM), Seattle, US, Oct. 2020.
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, US, Oct. 2020.
Yuzhang Hu, Sifeng Xia, Wenhan Yang, and Jiaying Liu. "Memory-Augmented Auto-Regressive Network for Frame Recurrent Inter Prediction", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Seville, Spain, Oct. 2020.
Shuai Yang, Zhangyang Wang, Jiaying Liu, and Zongming Guo. "Deep Plastic Surgery: Robust and Controllable Image Editing with Human-Drawn Sketches", Proc. of European Conference on Computer Vision (ECCV), Glasgow, UK, July 2020.
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)
Sifeng Xia, Kunchangtai Liang, Wenhan Yang, Ling-Yu Duan, and Jiaying Liu. "An Emerging Coding Paradigm VCM: A Scalable Coding Approach Beyond Feature and Signal", Proc. of IEEE International Conference on Multimedia & Expo (ICME), London, UK, July 2020.
Keqiang Yan, Shuai Yang, Wenjing Wang, and Jiaying Liu. "Multitask Attentive Network for Text Effects Quality Assessment", Proc. of IEEE International Conference on Multimedia & Expo (ICME), London, UK, July 2020.
Wenhan Yang, Robby Tan, Shiqi Wang, and Jiaying Liu. "Self-Learning Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, US, June 2020.
Wenhan Yang, Shiqi Wang, Yuming Fang, Yue Wang, and Jiaying Liu. "From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, US, June 2020.
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, US, Feb. 2020.
Yueyu Hu, Wenhan Yang, and Jiaying Liu. "Coarse-to-Fine Hyper-Prior Modeling for Learned Image Compression", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, US, Feb. 2020.
Wenjing Wang, Jizheng Xu, Li Zhang, Yue Wang, and Jiaying Liu. "Consistent Video Style Transfer via Compound Regularization", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, US, Feb. 2020.
Shuai Yang, Zhangyang Wang, Zhaowen Wang, Ning Xu, Jiaying Liu, and Zongming Guo. "Controllable Artistic Text Style Transfer via Shape-Matching GAN", Proc. of International Conference on Computer Vision (ICCV), Seoul, Korea, Oct. 2019.
Shaofan Cai, Xiaoshuai Zhang, Haoqiang Fan, Haibin Huang, Jiangyu Liu, Jiaming Liu, Jiaying Liu, Jue Wang, and Jian Sun. "Disentangled Image Matting", Proc. of International Conference on Computer Vision (ICCV), Seoul, Korea, Oct. 2019.
Dezhao Wang, Sifeng Xia, Wenhan Yang, Yueyu Hu, and Jiaying Liu. "Partition Tree Guided Progressive Rethinking Network for in-Loop Filtering of HEVC", Proc. of IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep. 2019.
Sifeng Xia, Wenhan Yang, Yueyu Hu, and Jiaying Liu. "Deep Inter Prediction via Pixel-Wise Motion Oriented Reference Generation", Proc. of IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, Sep. 2019.
Fu Qiang, Wenhan Yang, Ying Li, and Jiaying Liu. "Deep Pyramid Variation Learning for Image Interpolation", Proc. of IEEE International Conference on Multimedia & Expo (ICME), Shanghai, China, July 2019.
Wenhan Yang, Jiaying Liu, and Jiashi Feng. "Frame-Consistent Recurrent Video Deraining with Dual-Level Flow", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, US, June 2019.
Sijie Song, Wei Zhang, Jiaying Liu, and Tao Mei. "Unsupervised Person Image Generation with Semantic Parsing Transformation", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, US, June 2019.
Wenjing Wang, Jiaying Liu, Shuai Yang, and Zongming Guo. "Typography with Decor: Intelligent Text Style Transfer", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, US, June 2019.
Chen Wei, Lingxi Xie, Xutong Ren, Yingda Xia, Chi Su, Jiaying Liu, Qi Tian, and Alan L. Yuille. "Iterative Reorganization with Weak Spatial Constraints:Solving Arbitrary Jigsaw Puzzles for Unsupervised Representation Learning", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, US, June 2019.
Sifeng Xia, Wenhan Yang, Yueyu Hu, Wen-Huang Cheng, and Jiaying Liu. "Switch Mode Based Deep Fractional Interpolation in Video Coding", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Sapporo, Japan, May 2019.
Shuai Yang, Jiaying Liu, Wenjing Wang, and Zongming Guo. "TET-GAN: Text Effects Transfer via Stylization and Destylization", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Hawaii, US, Jan. 2019.
Yanghao Li, Sijie Song, Yuqi Li, and Jiaying Liu. "Temporal Bilinear Networks for Video Action Recognition", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Hawaii, US, Jan. 2019.
Rui Qian, Yunchao Wei, Honghui Shi, Jiachen Li, Jiaying Liu, and Thomas Huang. "Weakly Supervised Scene Parsing with Point-based Distance Metric Learning", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Hawaii, US, Jan. 2019.
Shuai Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Context-Aware Unsupervised Text Stylization", Proc. of ACM Multimedia (ACM MM), Seoul, Korea, Oct. 2018.
Mading Li, Xiaolin Wu, Jiaying Liu, and Zongming Guo. "Restoration of Unevenly Illuminated Images", Proc. of IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 2018.
Xiaoshuai Zhang, Wenhan Yang, Yueyu Hu, and Jiaying Liu. "DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal", Proc. of IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 2018.
Chen Wei, Wenjing Wang, Wenhan Yang, and Jiaying Liu. "Deep Retinex Decomposition for Low-Light Enhancement", Proc. of British Machine Vision Conference (BMVC), Newcastle, UK, Sep. 2018.
Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. "Skeleton-Indexed Deep Multi-Modal Feature Learning for High Performance Human Action Recognition", Proc. of IEEE International Conference on Multimedia & Expo (ICME), San Diego, US, July 2018.
Jiaying Liu, Wenhan Yang, Shuai Yang, and 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, US, June 2018.
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, US, June 2018.
Xutong Ren, Mading Li, Wen-Huang Cheng, and Jiaying Liu. "Joint Enhancement and Denoising Method via Sequential Decomposition", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Florence, Italy, May 2018.
Sifeng Xia, Wenhan Yang, Jiaying Liu, and Zongming Guo. "Dual Recovery Network with Online Compensation for Image Super-Resolution", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Florence, Italy, May 2018.
Shuai Yang, Gene Cheung, Jiaying Liu, and Zongming Guo. "Soft Decoding of Light Field Images Using POCS and Fast Graph Spectral Filters", Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, Alberta, Canada, Apr. 2018.
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, US, Mar. 2018.
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, US, Mar. 2018.
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)
Yanghao Li, Naiyan Wang, Jiaying Liu, and Xiaodi Hou. "Factorized Bilinear Models for Image Recognition", Proc. of International Conference on Computer Vision (ICCV), Venice, Italy, Oct. 2017.
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, Sep. 2017.
Saboya Yang, Jiaying Liu, Wenhan Yang, Shuai Yang, and Chunpeng Li. "Soft Segmentation-Guided Bipartite Graph Image Stylization", Proc. of IEEE International Conference on Image Processing (ICIP), Beijing, Sep. 2017.
Yuqi Li, Yanghao Li, Hongfei Yan, and Jiaying Liu. "Deep Joint Discriminative Learning for Vehicle Re-Identification and Retrieval", Proc. of IEEE International Conference on Image Processing (ICIP), Beijing, Sep. 2017.
Yanghao Li, Naiyan Wang, Jiaying Liu, and Xiaodi Hou. "Demystifying Neural Style Transfer", Proc. of International Joint Conference on Artificial Intelligence (IJCAI), Melbourne, Australia, Aug. 2017.
Shuai Yang, Jiaying Liu, Zhouhui Lian, and Zongming Guo. "Awesome Typography: Statistics-Based Text Effects Transfer", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Hawaii, US, July 2017.
Wenhan Yang, Robby T. Tan, Jiashi Feng, Jiaying Liu, Zongming Guo, and Shuicheng Yan. "Deep Joint Rain Detection and Removal from a Single Image", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Hawaii, US, July 2017.
Saboya Yang, Jiaying Liu, Shuai Yang, Wenhan Yang, and Zongming Guo. "Joint-Domain Unsupervised Stylization for Portraits", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Baltimore, US, May 2017.
Chunhui Liu, Yanghao Li, Yueyu Hu, and Jiaying Liu. "Online Action Detection and Forecast via Multi-Task Deep Recurrent Neural Networks", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, US, Mar. 2017.
Shihong Deng, Jiaying Liu, Mading Li, Wenhan Yang, and Zongming Guo. "General Scale Interpolation via Context-Aware Autoregressive Model and Multiplanar Constraint", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, US, Mar. 2017.
Shuai Yang, Jiaying Liu, Sifeng Xia, and Zongming Guo. "1+N Fusion: Cascaded Self-Portrait Enhancement", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, US, Mar. 2017.
Sijie Song, Cuiling Lan, Junliang Xing, Wenjun Zeng, and Jiaying Liu. "An End-to-End Spatio-Temporal Attention Model for Human Action Recognition from Skeleton Data", Proc. of AAAI Conference on Artificial Intelligence (AAAI), San Francisco, US, Feb. 2017.
Mading Li, Jiaying Liu, Zhiwei Xiong, Xiaoyan Sun, and Zongming Guo. "MARLow: A Joint Multiplanar Autoregressive and Low-Rank Approach for Image Completion", Proc. of European Conference on Computer Vision (ECCV), Amsterdam, The Netherlands, Oct. 2016.
Yanghao Li, Cuiling Lan, Junliang Xing, Wenjun Zeng, Chunfeng Yuan, and Jiaying Liu. "Online Human Action Detection using Joint Classification-Regression Recurrent Neural Networks", Proc. of European Conference on Computer Vision (ECCV), Amsterdam, The Netherlands, Oct. 2016.
Sifeng Xia, Jiaying Liu, Yuming Fang, Wenhang Yang, and Zongming Guo. "Robust and Automatic Video Colorization via Multiframe Reordering Refinement", Proc. of IEEE International Conference on Image Processing (ICIP), Phoenix, US, Sep. 2016.
Yuming Fang, Jiaying Liu, Yabing Zhang, Weisi Lin, and Zongming Guo. "Quality Assessment for Image Super-Resolution Based on Energy Change and Texture Variation", Proc. of IEEE International Conference on Image Processing (ICIP), Phoenix, US, Sep. 2016.
Shuai Yang, Jiaying Liu, Sijie Song, Mading Li, and Zongming Guo. "Structure-Guided Image Completion via Regularity Statistics", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, Mar. 2016.
Sijie Song, Yanghao Li, Jiaying Liu, and Zongming Guo. "Joint Sub-Band Based Neighbor Embedding for Image Super-Resolution", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, Mar. 2016.
Saboya Yang, Jiaying Liu, Shuai Yang, Sifeng Xia, and Zongming Guo. "Hierarchical Oil Painting Stylization with Limited Reference via Sparse Representation", Proc. of IEEE International Workshop on Multimedia Signal Processing (MMSP), Xiamen, China, Oct. 2015.
(Top 10% Paper Awards)
Yanghao Li, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Multi-Pose Face Hallucination via Neighbor Embedding for Facial Components", Proc. of IEEE International Conference on Image Processing (ICIP), Quebec City, Canada, Sep. 2015.
Qingyun Wang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Adaptive Autoregressive Model with Window Extension via Explicit Geometry for Image Interpolation", Proc. of IEEE International Conference on Image Processing (ICIP), Quebec City, Canada, Sep. 2015.
Mading Li, Jiaying Liu, Yu Guan, and Zongming Guo. "Image Restoration Based on 3-D Autoregressive Model via Low-Rank Minimization", Proc. of Data Compression Conference (DCC), Snowbird, US, Apr. 2015.
Wenhan Yang, Jiaying Liu, Shuai Yang, and 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.
Yanghao Li, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Neighborhood Regression for Edge-Preserving Image Super-Resolution", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brisbane, Australia, Apr. 2015.
Wei Bai, Yanghao Li, Jiaying Liu, and Zongming Guo. "Image Transformation using Limited Reference with Application to Photo-Sketch Synthesis", Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), Valletta, Malta, Dec. 2014.
(Best Paper Award candidate)
Yongqin Zhang, Jiaying Liu, Wei Bai, and Zongming Guo. "Exploiting Multi-Scale Spatial Structures for Sparsity Based Single Image Super-Resolution", Proc. of IEEE International Conference on Image Processing (ICIP), Paris, France, Oct. 2014.
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.
Saboya Yang, Jiaying Liu, Qiaochu Li, and Zongming Guo. "Segmentation-Based Scale-Invariant Nonlocal Means Super Resolution", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Melbourne, Australia, June 2014.
Yongqin Zhang, Jiaying Liu, Mading Li, and Zongming Guo. "BSIK-SVD: A Dictionary-Learning Algorithm for Block-Sparse Representations", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Florence, Italy, May 2014.
Mading Li, Jiaying Liu, Jie Ren, and Zongming Guo. "Adaptive General Scale Interpolation Based on Similar Pixels Weighting", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Beijing, China, May 2013.
Mengyan Wang, Jiaying Liu, Wei Bai, and Zongming Guo. "Illumination-Invariance and Nonlocal Means Based Super Resolution", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Beijing, China, May 2013.
Jie Ren, Jiaying Liu, Mading Li, and Zongming Guo. "Postprocessing of Block-Coded Videos for Deflicker and Deblocking", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vancouver, Canada, May 2013.
Jie Ren, Jiaying Liu, Mading Li, Wei Bai, and Zongming Guo. "Image Blocking Artifacts Reduction via Patch Clustering and Low-Rank Minimization", Proc. of Data Compression Conference (DCC), Snowbird, US, Mar. 2013.