Selected Publication
(* Corresponding author)
Journal
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, 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, Jiaying Liu*, and Alex C. Kot. "Facial Image Compression via Neural Image Manifold Compression", Accepted by IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), Apr. 2023.
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.
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.
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), Jan. 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, 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.
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.
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, Apr. 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.6048-6016, 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, May 2015.
Mading Li, Jiaying Liu*, Jie Ren, Zongming Guo. "Adaptive General Scale Interpolation Based on Weighted Autoregressive Models". IEEE Trans. on Circuit System 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 Circuit System for Video Technology (TCSVT), Vol.23, No.6, pp.1003-1015, Jun. 2013.
Jie Ren, Jiaying Liu*, and Zongming Guo. "Context-Aware Sparse Decomposition for Image Denoising and Super-Resolution", IEEE Transactions 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 Transaction 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 Transaction on Image Processing (TIP), Vol.22, No.1, pp.215-228, Jan. 2013.
Conference
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.
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.
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.
Jiahang Zhang, Lilang Lin, Jiaying Liu*. "Hierarchical Consistent Contrastive Learning for Skeleton-Based Action Recognition with Growing Augmentations", Proc. of AAAI Conference on Artificial Intelligence (AAAI), Washington, D.C., Feb. 2023.
Tiesong Zhao, WeiZe Feng, HongJi Zeng, Yiwen Xu, Yuzhen Niu, Jiaying Liu. "Learning-Based Video Coding with Joint Deep Compression and Enhancement", Proc. of ACM Multimedia (ACM MM), Lisbon Portugal, Oct. 2022.
Yudong Liang, Bin Wang, Wenqi Ren, Jiaying Liu, Wenjian Wang, and Wangmeng Zuo. "Learning Hierarchical Dynamics with Spatial Adjacency for Image Enhancement", Proc. of ACM Multimedia (ACM MM), Lisbon Portugal, Oct. 2022.
Yiyang Ma, Huan Yang, Bei Liu, Jianlong Fu, 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, Jiaying Liu*. "Self-Aligned Concave Curve: Illumination Enhancement for Unsupervised Adaptation", Proc. of ACM Multimedia (ACM MM), Lisbon Portugal, Oct. 2022.
Dezhao Wang, Wenhan Yang, Yueyu Hu, Jiaying Liu*. "Neural Data-Dependent Transform for Learned Image Compression", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, Louisiana, June 2022.
Qi Han, Zejia Fan, Qi Dai, Lei Sun, Ming-Ming Cheng, Jiaying Liu*, 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, Jiaying Liu*. "Edit Like A Designer: Modeling Design Workflows for Unaligned Fashion Editing", Proc. of ACM Multimedia (ACM MM), Chengdu, Oct. 2021.
Hao Liang, Shuai Yang, Wenjing Wang, 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 Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, June 2021.
Wenjing Wang, Wenhan Yang, and Jiaying Liu*. "HLA-Face: Joint High-Low Adaptation for Low Light Face Detections", Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, Tennessee, 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, Washington, 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, Washington, 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, Washington, 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.
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.
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)
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, 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.
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.
Wenhan Yang, Shiqi Wang, Dejia Xu, Xiaodong Wang, 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.
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.
Wenjing Wang, Jizheng Xu, Li Zhang, Yue Wang, Jiaying Liu*. "Consistent Video Style Transfer via Compound Regularization", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, Feb. 2020.
Pengyu Zhao, Ansheng You, Yuanxing Zhang, Jiaying Liu, Kaigui Bian, Yunhai Tong. "Spherical Criteria for Fast and Accurate 360° Object Detection", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, 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.
Chia-Wei Hsieh, Chieh-Yun Chen, Chien-Lung Chou, Hong-Han Shuai, Jiaying Liu, and Wen-Huang Cheng. "FashionOn: Detail-preserving Image-based Virtual Try-on via Semantic-guided Optimization", Proc. of ACM Multimedia (ACM MM), Nice, France, Oct. 2019.
Xiang Gao, Wei Hu, Jiaxiang Tang, Jiaying Liu and Zongming Guo. "Optimized Skeleton-based Action Recognition via Sparsified Graph Regression", Proc. of ACM Multimedia (ACM MM), Nice, France, Oct. 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.
Xiaoshuai Zhang, Yiping Lu, Jiaying Liu*, and Bin Dong. "Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration", Proc. of International Conference on Learning Representations (ICLR), New Orleans, Louisiana, 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), Honolulu, Hawaii, 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), Honolulu, Hawaii, 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), Honolulu, Hawaii, Jan. 2019.
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), June 2018.
Shuai Yang, Jiaying Liu*, Wenhan Yang, and Zongming Guo. "Context-Aware Unsupervised Text Stylization", Proc. of ACM Multimedia (ACM MM), Seoul, Korea, Oct. 2018.
Qian Rui, Robby Tan, Wenhan Yang, Jiajun Su, and Jiaying Liu*. "Attentive Generative Adversarial Network for Raindrop Removal from A Single Image", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2018.
Sifeng Xia, Wenhan Yang, Yueyu Hu, and Jiaying Liu*. "A Group Variational Transformation Neural Network for Fractional Interpolation of Video Coding", Proc. of Data Compression Conference (DCC), 2018.
Yueyu Hu, Wenhan Yang, Sifeng Xia, and Jiaying Liu*. "Enhanced Intra Prediction with Recurrent Neural Network in Video Coding", Proc. of Data Compression Conference (DCC), 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, July 2018.
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.
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), Honolulu, Hawaii, Jul. 2017.
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, Jul. 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, CA, Feb. 2017.
Wenhan Yang, Shihong Deng, Yueyu Hu, Junliang Xing, and Jiaying Liu*. "Real-Time Deep Video SpaTial Resolution UpConversion SysTem (STRUCT++ Demo)", ACM Multimedia (ACM MM), Silicon Valley, California, U.S., Oct. 2017.
Chunhui Liu, Yanghao Li, Yueyu Hu, and Jiaying Liu*. "Online Action Detection and Forecast via Multi-Task Deep Recurrent Neural Network", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), New Orleans, LA, 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, LA, 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, LA, Mar. 2017.
Mading Li, Jiaying Liu*, Wenhan Yang, and Zongming Guo. "Joint Denoising and Enhancement for Low-Light Images via Retinex Model", International Forum of Digital TV and Wireless Multimedia Communication (IFTC), Shanghai, China, Nov. 2017. (Best Paper Award)
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, 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, Netherlands, Oct. 2016.
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, Utah, Apr. 2015.
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.
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.
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)
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.
Wei Bai, Jiaying Liu*, Yanghao Li and Zongming Guo. "Image Transformation using Limited Reference with Application to Photo-Sketch Synthesis". Proc. of IEEE Visual Communications and Image Processing (VCIP), Valletta, Malta, Dec. 2014. (Best Paper Award Candidate)
Jiaying Liu, Yongjin Cho and Zongming Guo. "Single-Pass Dependent Bit Allocation in Temporal Scalability Video Coding", Proc. of Data Compression Conference (DCC), Snowbird, Utah, Mar. 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, Utah, Mar. 2013.