STRUCT

Publications:

*Equal contribution

2024:

1. Yiyang Ma*, Haowei Kuang*, Huan Yang, Jianlong Fu, and Jiaying Liu. "Prompt-Based Modality Bridging for Unified Text-to-Face Generation and Manipulation", Accepted by ACM Trans. on Multimedia Computing Communications and Applications (TOMM), July 2024.
2. Zejia Fan, Wenhan Yang, Zongming Guo, and Jiaying Liu. "Towards Real-World Super Resolution with Adaptive Self-Similarity Mining", IEEE Trans. on Image Processing (TIP), Vol.33, pp.5959-5974, Oct. 2024. [pdf]
3. Wenjing Wang*, Rundong Luo*, Wenhan Yang, and Jiaying Liu. "Unsupervised Illumination Adaptation for Low-Light Vision", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.46, No.9, pp.5951-5966, Sep. 2024. [pdf]
4. Wenhan Yang*, Haofeng Huang*, Yueyu Hu*, Ling-Yu Duan, and Jiaying Liu. "Video Coding for Machines: Compact Visual Representation Compression for Intelligent Collaborative Analytics", IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Vol.46, No.7, pp.5174-5191, July. 2024. [pdf]
5. 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, Mar. 2024. [pdf]
6. 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. [pdf]
7. Jialu Sui, Yiyang Ma, Wenhan Yang, Xiaokang Zhang, Man-On Pun, and Jiaying Liu. "Diffusion Enhancement for Cloud Removal in Ultra-Resolution Remote Sensing Imagery", IEEE Trans. on Geoscience and Remote Sensing (TGRS), Vol.62, pp.1-14, Jun. 2024. [pdf]
8. 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. [pdf]
9. Zichuan Huang, Yifan Li, Shuai Yang, and Jiaying Liu. "CoolColor: Text-guided COherent OLd film COLORization", Accepted by ACM Multimedia Asia (ACM MM Asia), Auckland, New Zealand, Dec. 2024.
10. Xiang Gao and Jiaying Liu. "FBSDiff: Plug-and-Play Frequency Band Substitution of Diffusion Features for Highly Controllable Text-Driven Image Translation", Proc. of ACM Multimedia (ACM MM), Melbourne, Australia, Oct. 2024. [pdf]
11. Yifan Li, Yuhang Bai, Shuai Yang, and Jiaying Liu. "COCO-LC: Colorfulness Controllable Language-based Colorization", Proc. of ACM Multimedia (ACM MM), Melbourne, Australia, Oct. 2024. [pdf]
12. Haowei Kuang, Yiyang Ma, Wenhan Yang, Zongming Guo, and Jiaying Liu. "Consistency Guided Diffusion Model with Neural Syntax for Perceptual Image Compression", Proc. of ACM Multimedia (ACM MM), Melbourne, Australia, Oct. 2024. [pdf]
13. Lehong Wu, Lilang Lin, Jiahang Zhang, Yiyang Ma, and Jiaying Liu. "MacDiff: Unified Skeleton Modeling with Masked Conditional Diffusion", Proc. of European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 2024. [pdf]
14. Lilang Lin, Lehong Wu, Jiahang Zhang, and Jiaying Liu. "Idempotent Unsupervised Representation Learning for Skeleton-Based Action Recognition", Proc. of European Conference on Computer Vision (ECCV), Milano, Italy, Sep. 2024. [pdf]
15. Yiyang Ma, Wenhan Yang, and Jiaying Liu. "Correcting Diffusion-Based Perceptual Image Compression with Privileged End-to-End Decoder", Proc. of International Conference on Machine Learning (ICML), Vienna, Austria, July 2024. [pdf]
16. Jiahang Zhang, Lilang Lin, and Jiaying Liu. "Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition", Proc. of International Joint Conference on Artificial Intelligence (IJCAI), Jeju, Korea, Aug. 2024. [pdf]
17. Wenjing Wang, Huan Yang, Jianlong Fu, and Jiaying Liu. "Zero-Reference Low-Light Enhancement via Physical Quadruple Priors", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, June 2024. [pdf]
18. Shuai Yang, Yifan Zhou, Ziwei Liu, and Chen Change Loy. "FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation", Proc. of IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, June 2024. [pdf]
19. 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.
20. 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. [pdf]
21. 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. [pdf]

2023:

1. 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. [pdf]
2. 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. [pdf]
3. 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. [pdf]
4. Lilang Lin, and Jiaying Liu. "EMS^2L: Enhanced Multi-Task Self-Supervised Learning for 3D Skeleton Representation Learning", Asia Pacific Signal and Information Processing Association Transactions on Signal and Information Processing (APSIPA), Vol.12, No.4, May 2023. [pdf]
5. 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. [pdf]
6. 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. [pdf]
7. Wenhan Yang, Haofeng Huang, Jiaying Liu, and Alex Kot. "Facial Image Compression via Neural Image Manifold Compression", Accepted by IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), Apr. 2023.
8. 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. [pdf]
9. 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. [pdf]
10. 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. [pdf]
11. 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. [pdf]
12. 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. [pdf]
13. 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. [pdf]
14. 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. [pdf]
15. 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, California, May 2023. [pdf]
16. Luyao Zhang, Wenjing Wang, and Jiaying Liu. "Temporal Consistent Oil Painting Video Stylization", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, California, May 2023. [pdf]
17. 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, D.C., Feb. 2023. [pdf]

2022:

1. 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. [pdf]
2. 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. [pdf]
3. 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. [pdf]
4. 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. [pdf]
5. 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. [pdf]
6. 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. [pdf]
7. 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. [pdf]
8. 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. [pdf]
9. 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. [pdf]
10. 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. [pdf]
11. 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. [pdf]
12. Tiesong Zhao, WeiZe Feng, HongJi Zeng, Yiwen Xu, Yuzhen Niu, and Jiaying Liu. "Learning-Based Video Coding with Joint Deep Compression and Enhancement", Proc. of ACM Multimedia (ACM MM), Lisbon, Portugal, Oct. 2022. [pdf]
13. 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. [pdf]
14. 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. [pdf]
15. 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. [pdf]
16. 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. [pdf]
17. 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, Louisiana, June 2022. [pdf]
18. 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, Texas, May 2022. [pdf]
19. 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, Texas, May 2022. [pdf]
20. 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. [pdf]
21. 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. [pdf]

2021:

1. 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. [pdf]
2. 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. [pdf]
3. 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. [pdf]
4. 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. [pdf]
5. 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. [pdf]
6. 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. [pdf]
7. 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]
8. 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]
9. 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. [pdf]
10. 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. [pdf]
11. 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. [pdf]
12. 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, Oct. 2021. [pdf]
13. 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), Anchorage, Alaska, Sep. 2021. [pdf]
14. 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. [pdf]
15. 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, Tennessee, June 2021. [pdf]
16. 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, Tennessee, June 2021. [pdf]

2020:

1. 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]
2. 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. [pdf]
3. 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. [pdf]
4. 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]
5. 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]
6. 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. [pdf]
7. 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. [pdf]
8. 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]
9. 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. [pdf]
10. 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. [pdf]
11. Yuzhang Hu, Sifeng Xia, Wenhan Yang, and Jiaying Liu. "Sensitivity-Aware Bit Allocation for Intermediate Deep Feature Compression", Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), Macau, Dec. 2020. [pdf]
12. Haofeng Huang, Wenhan Yang, Yueyu Hu, and Jiaying Liu. "Raw-Guided Enhancing Reprocess of Low-Light Image via Deep Exposure Adjustment", Proc. of Asian Conference on Computer Vision (ACCV), Kyoto, Japan, Nov. 2020. [pdf]
13. 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]
14. 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. [pdf]
15. 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]
16. 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. [pdf]
17. 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. [pdf]
18. 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]
19. 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.[pdf]
20. 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. [pdf]
21. 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, Washington, June 2020. [pdf]
22. 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, Washington, June 2020. [pdf]
23. 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]
24. 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, Feb. 2020. [pdf]
25. 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, Feb. 2020. [pdf]
26. Pengyu Zhao, Ansheng You, Yuanxing Zhang, Jiaying Liu, Kaigui Bian, and Yunhai Tong. "Spherical Criteria for Fast and Accurate 360° Object Detection", Proc. of AAAI Conference on Artificial Intelligence (AAAI), New York, Feb. 2020. [pdf]

2019:

1. 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. [pdf]
2. 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]
3. 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. [pdf]
4. 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. [pdf]
5. 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. [pdf]
6. 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]
7. 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. [pdf]
8. 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]
9. 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. [pdf]
10. 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]
11. 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]
12. 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. [pdf]
13. 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. [pdf]
14. Chia-Wei Hsieh, Chieh-Yun Chen, Chien-Lung Chou, Hong-Han Shuai, Jiaying Liu, and Wen-Huang Cheng. "FashionOn: Semantic-guided Image-based Virtual Try-on with Detailed Human and Clothing Information", Proc. of ACM Multimedia (ACM MM), Nice, France, Oct. 2019. [pdf]
15. 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. [pdf]
16. 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. [pdf]
17. 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. [pdf]
18. 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, July 2019. [pdf]
19. 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, California, June 2019. [pdf]
20. 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, California, June 2019. [pdf]
21. 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, California, June 2019. [pdf]
22. 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, California, June 2019. [pdf]
23. 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. [pdf]
24. 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. [pdf]
25. 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. [pdf]
26. 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. [pdf]
27. 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. [pdf]

2018:

1. 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. [pdf]
2. 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. [pdf]
3. Yongqin Zhang, Jinsheng Xiao, Jinye Peng, Yu Ding, Jiaying Liu, Zongming Guo, and Xiaopeng Zong. "Kernel Wiener filtering model with low-rank approximation for image denoising", Information Sciences, Vol.462, pp.402-416, Sep. 2018. [pdf]
4. 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. [pdf]
5. 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]
6. 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. [pdf]
7. 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]
8. 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. [pdf]
9. 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, Apr. 2018. [pdf]
10. 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. [pdf]
11. 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. [pdf]
12. Yueyu Hu, Wenhan Yang, Sifeng Xia, and Jiaying Liu. "Optimized Recurrent Network for Intra Prediction in Video Coding", Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), Taichung, Taiwan, Dec. 2018.[pdf]
13. 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]
14. 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. [pdf]
15. 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. [pdf]
16. Hongda Jiang, Yanghao Li, Sijie Song, and Jiaying Liu. "Rethinking Fusion Baselines for Multi-Modal Human Action Recognition", Proc. of Pacific-Rim conference on Multimedia (PCM), Hefei, Sep. 2018. [pdf]
17. Chen Wei*, Wenjing Wang*, Wenhan Yang, and Jiaying Liu. "Deep Retinex Decomposition for Low-Light Enhancement", Proc. of British Machine Vision Conference (BMVC), Newcastle, U.K., Sep. 2018. [pdf]
18. 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. [pdf]
19. 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, Utah, June 2018. [pdf]
20. 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, June 2018. [pdf]
21. 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. [pdf]
22. 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. [pdf]
23. Wenjing Wang*, Chen Wei*, Wenhan Yang and Jiaying Liu. "GLADNet: Low-Light Enhancement Network with Global Awareness", Proc. of IEEE Conference on Automatic Face and Gesture Recognition (FG), Xi'an, May 2018. [pdf]
24. 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. [pdf]
25. 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]
26. 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]

2017:

1. 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]
2. 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. [pdf]
3. 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. [pdf]
4. 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. [pdf]
5. 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, Oct. 2017. [pdf]
6. Chunhui Liu, Yueyu Hu, Yanghao Li, Sijie Song, and Jiaying Liu. "PKU-MMD: A Large Scale Benchmark for Skeleton-Based Human Action Understanding", Proc. of ACM Multimedia (ACM MM) Workshop, Silicon Valley, California, Oct. 2017. [pdf]
7. 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. [pdf]
8. 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, July 2017. [pdf]
9. 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), Honolulu, Hawaii, July 2017. [pdf]
10. 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 (Full/Oral). [pdf]
11. 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, Nov. 2017. (Best paper award) [pdf]
12. 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, Nov. 2017. [pdf]
13. Yueyu Hu, Jiaying Liu, Wenhan Yang, Shihong Deng, Luyao Zhang, and Zongming Guo. "Real-Time Deep Image Super-Resolution via Global Context Aggregation and Local Queue Jumping", Proc. of IEEE International Conference on Visual Communication and Image Processing (VCIP), St. Petersburg, Florida, Dec. 2017. [pdf]
14. Sifeng Xia, Jiaying Liu, Wenhan Yang, Mading Li, and Zongming Guo. "Deep Combined Image Denoising with Cloud Images", Proc. of Pacific-Rim conference on Multimedia (PCM), Harbin, Sep. 2017. [pdf]
15. Yueyu Hu, Chunhui Liu, Yanghao Li, Sijie Song, and Jiaying Liu. "Temporal Perceptive Network for Skeleton-Based Action Recognition", Proc. of British Machine Vision Conference (BMVC), London, UK, Sep. 2017. [pdf]
16. 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. [pdf]
17. 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. [pdf]
18. 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. [pdf]
19. 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, MD, May 2017. [pdf]
20. Yanghao Li, Naiyan Wang, Jianping Shi, Jiaying Liu, and Xiaodi Hou. "Revisiting Batch Normalization For Practical Domain Adaptation", Proc. of International Conference on Learning Representations Workshop (ICLRW), Toulon, France, Apr. 2017. [pdf]
21. 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, LA, Mar. 2017. [pdf]
22. 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. [pdf]
23. 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. [pdf]

2016:

1. 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. [pdf]
2. 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. [pdf]
3. 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, Mar. 2016. [pdf]
4. 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, Mar. 2016. [pdf]
5. 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, AZ, Sep. 2016. [pdf]
6. 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, AZ, Sep. 2016. [pdf]
7. Qiuyan Lin, Jiaying Liu, and Zongming Guo. "Local Ternary Pattern Based on Path Integral for Steganalysis", Proc. of IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, Sep. 2016. [pdf]
8. Siren Cai, Xiaolong Li, Jiaying Liu, and Zongming Guo. "A New Reversible Data Hiding Scheme Exploiting High-Dimensional Prediction-Error Histogram", Proc. of IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, Sep. 2016. [pdf]
9. Yuming Fang, Jiebin Yan, Jiaying Liu, Shiqi Wang, Qiaohong Li, and Zongming Guo. "Objective Quality Assessment of Screen Content Images by Structure Information", Proc. of Pacific-Rim Conference on Multimedia (PCM) Xi'an, Sep. 2016. [pdf]
10. Shuai Yang, Sijie Song, Qikun Guo, and Jiaying Liu. "Facial Depth Map Enhancement via Neighbor Embedding", Proc. of International Conference on Pattern Recognition (ICPR), Cancun, Mexico, Dec. 2016. [pdf]
11. Saboya Yang, Gene Cheung, Patrick Le Callet, Jiaying Liu, and Zongming Guo. "Computational Modeling of Artistic Intention: Quantify Lighting Surprise for Painting Analysis", Proc. of International Conference on Quality of Multimedia Experience (QoMEX), Lisbon, Portugal, June 2016. [pdf]
12. Shihong Deng, Jiaying Liu, Mading Li, Wenhan Yang, and Zongming Guo. "Autoregressive Image Interpolation via Context Modeling and Multiplanar Constraint", Proc of IEEE International Conference on Visual Communication and Image Processing (VCIP), Chengdu, Nov. 2016. [pdf]
13. Sifeng Xia, Shuai Yang, Jiaying Liu, and Zongming Guo. "Novel Self-Portrait Enhancement via Multi-Photo Fusing", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Jeju, Korea, Dec. 2016. [pdf]

2015:

1. 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. [pdf]
2. 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. [pdf]
3. 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. [pdf]
4. 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. [pdf]
5. 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]
6. 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, Oct. 2015. (Top 10% Paper Awards ) [pdf]
7. 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. [pdf]
8. 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. [pdf]
9. 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. [pdf]
10. 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. [pdf]
11. Xinfeng Zhang, Weisi Lin, Jiaying Liu, and Siwei Ma. "Compression Noise Estimation and Reduction via Patch Clustering", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Hong Kong, Dec. 2015. [pdf]
12. Mading Li, Wenhan Yang, Sijie Song, and Zongming Guo. "Error Concealment with Multiscale Patch Clustering and Low-Rank Minimization", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Hong Kong, Dec. 2015. [pdf]
13. Sijie Song, Yanghao Li, Zhihan Gao, and Jiaying Liu. "Face Hallucination Based on Neighbor Embedding via Illumination Adaptation", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Hong Kong, Dec. 2015. [pdf]
14. Shuai Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Perspective Distorted Video Restoration and Stabilization For Mobile Devices", Proc. of IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP), Chengdu, July 2015. [pdf]

2014:

1. Yongqin Zhang, Jiaying Liu, Mading Li, and Zongming Guo. "Joint Image Denoising Using Adaptive Principal Component Analysis and Self-similarity", Information Sciences, Vol.259, pp.128-141, Feb, 2014. [pdf]
2. Wei Bai, Yanghao Li, Jiaying Liu, 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 candidate) [pdf]
3. Mading Li, Jiaying Liu, Jie Ren, and Zongming Guo. "Patch-Based Image Deblocking Using Geodesic Distance Weighted Low-Rank Approximation", Proc. of IEEE Visual Communications and Image Processing (VCIP), Valletta, Malta, Dec. 2014. [pdf]
4. Saboya Yang, Jiaying Liu, Wenhan Yang, and Zongming Guo. "Sparse Representation Based Super Resolution Using Saliency and Edge Information", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Siem Reap, Cambodia, Dec. 2014. [pdf]
5. Mading Li, Jiaying Liu, Chong Ruan, Lu Liu, and Zongming Guo. "Block-Based Multiscale Error Concealment Using Low-Rank Completion", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Siem Reap, Cambodia, Dec. 2014. [pdf]
6. 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. [pdf]
7. 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]
8. 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. [pdf]
9. 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. [pdf]

2013:

1. 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. [pdf]
2. 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. [pdf]
3. 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. [pdf]
4. 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. [pdf]
5. Yongqin Zhang, Yu Ding, Jiaying Liu, and Zongming Guo. "Guided Image Filtering Using Signal Subspace Projection", IET Image Processing. Vol.7, No.3, pp.270-279, Mar. 2013. [pdf]
6. Qiaochu Li, Qikun Guo, Saboya Yang, and Jiaying Liu. "Scale-Compensated Based Nonlocal Mean Super Resolution", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Kaohsiung, Taiwan, Nov. 2013. [pdf]
7. Yongqin Zhang, Jiaying Liu, Saboya Yang, and Zongming Guo. "Joint Image Denoising Using Self-Similarity Based Low-Rank Approximations", Proc. of IEEE Visual Communications and Image Processing (VCIP), Sarawak, Malaysia, Nov. 2013. [pdf]
8. Wei Bai, Saboya Yang, Jiaying Liu, Jie Ren, and Zongming Guo. "Image Super Resolution using Saliency-Modulated Context-Aware Sparse Decomposition", Proc. of IEEE Visual Communications and Image Processing (VCIP), Sarawak, Malaysia, Nov. 2013. [pdf]
9. 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. [pdf]
10. 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. [pdf]
11. 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. [pdf]
12. 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, May 2013. [pdf]
13. 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, May 2013. [pdf]
14. Wei Bai, Jiaying Liu, Mading Li, and Zongming Guo. "Multi-Frame Super Resolution Using Refined Exploration of Extensive Self-Examples", International Multimedia Modeling Conference (MMM), Huangshan, Jan. 2013. [pdf]

2012:

1. Jie Ren, Jiaying Liu, Wei Bai, and Zongming Guo. "Image Interpolation Algorithm Based on Implicit Piecewise Autoregressive Model", Ruan Jian Xue Bao/Journal of Software, Vol.23, No.5, pp.1248-1259, 2012. [pdf]
2. Yongqin Zhang, Yu Ding, Jin-Sheng Xiao, Jiaying Liu, and Zongming Guo. "Visibility Enhancement Using an Image Filtering Approach", EURASIP Journal on Advances in Signal Processing, Oct. 2012. [pdf]
3. Jie Ren, Jiaying Liu, Mengyan Wang, and Zongming Guo. "Image Super-Resolution by Structural Sparse Coding", Proc. of IEEE International Conference on Pattern Recognition (ICPR), Tsukuba Science City, Japan, Nov. 2012. [pdf]
4. Jie Ren, Yue Zhuo, Jiaying Liu, and Zongming Guo. "Illumination-Invariant Non-Local Means Based Video Denoising", Proc. of IEEE International Conference on Image Processing (ICIP), Orlando, Florida, Sep. 2012. [pdf]
5. Jiaying Liu, Yongjin Cho, and Zongming Guo. "Single Pass Dependent Bit Allocation for H.264 Temporal Scalability", Proc. of IEEE International Conference on Image Processing (ICIP), Orlando, Florida, Sep. 2012. [pdf]
6. Yue Zhuo, Jiaying Liu, Mading Li, and Zongming Guo. "Super Resolution with Edge-Constrained Motion Estimation", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Los Angeles, Dec. 2012. [pdf]
7. Wei Bai, Jiaying Liu, Jie Ren, and Zongming Guo. "Visual-Weighted Motion Compensation Frame Interpolation with Motion Vector Refinement", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Seoul, Korea, May 2012. [pdf]
8. Wenyao Zhang, Jun Sun, Jiaying Liu, and Zongming Guo. "Optimized Bit Extraction of SVC Exploiting Linear Error Model", Proc. of IEEE International Symposium on Circuits and Systems (ISCAS), Seoul, Korea, May 2012. [pdf]
9. Yue Zhuo, Jiaying Liu, Jie Ren, and Zongming Guo. "Nonlocal Based Super Resolution with Rotation Invariance and Search Window Relocation", Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Kyoto, Japan, Mar. 2012. [pdf]

2011:

1. Jiaying Liu, Yongjin Cho, and Zongming Guo. "Joint Spatial-Temporal Layer Bit Allocation with S-Domain Dependent R-D Modeling", Proc. of Data Compression Conference (DCC), Snowbird, Utah, Mar., 2011. [pdf]
2. Jie Ren, Jiaying Liu, Wei Bai, and Zongming Guo. "Similarity Modulated Block Estimation for Image Interpolation", Proc. of IEEE International Conference on Image Processing (ICIP), Brussels, Belgium, Sep. 2011. [pdf]
3. Jiaying Liu, Yongjin Cho, and Zongming Guo. "Practical rate control algorithm for temporal scalability in scalable video coding", Proc. of IEEE International Conference on Image Processing (ICIP), Brussels, Belgium, Sep. 2011. [pdf]
4. Kai Yao, Jun Sun, Jiaying Liu, Zongming Guo, and Longshe Huo. "A Novel Parallel Encoding Framework for Scalable Video Coding", Proc. of Visual Communication and Image Processing (VCIP), Tainan, Taiwan, Nov. 2011. [pdf]
5. Yizhou Duan, Jun Sun, Jiaying Liu, and Zongming Guo. "Efficient Dead-Zone Plus Uniform Threshold Scalar Quantization of Generalized Gaussian Random Variables", Proc. of Visual Communication and Image Processing (VCIP), Tainan, Taiwan, Nov. 2011. [pdf]
6. Yan Pang, Jiaying Liu, and Zongming Guo. "Quality Adaptation of SVC-Based P2P Streaming", Proc. of Asia Pacific Signal and Information Processing Association (APSIPA), Xian, Oct. 2011. [pdf]

2010:

1. 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 Circuits and Systems for Video Technology (TCSVT), Vol.20, No.7, pp.967-981, 2010. [pdf]
2. Jiaying Liu, Zongming Guo, and Yongjin Cho. "Bit Allocation in H.264/SVC Spatial-Quality with Dependent R-D Modeling", Acta Electrionica Sinica, Vol.38, No.9, pp.2112-2117, 2010. [pdf]