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Research

Research

Research Projects

XAI

Explainable Artifical Intelligence (XAI)

AIGC

Artifical Intelligence Generated Content

AI+Security

Pedestrian reidentification in social security.

AI+Medicine

Applying AI techniques to medicine, e.g. diagnosis.

Pulications

Selected Publications

2023 2023

  • Xiaobo Xia, Bo Han, Nannan Wang, Jiankang Deng, Jiatong Li, Yinian Mao, Tongliang Liu: Extended $T$T: Learning With Mixed Closed-Set and Open-Set Noisy Labels. IEEE Trans. Pattern Anal. Mach. Intell. 45(3): 3047-3058 (2023)
  • J Xin, N Wang, X Jiang, J Li, X Gao, Advanced Binary Neural Network for Single Image Super Resolution, International Journal of Computer Vision, 1-17
  • Wangbo Yu, Mingrui Zhu, Nannan Wang, Xiaoyu Wang, Xinbo Gao: An Efficient Transformer Based on Global and Local Self-Attention for Face Photo-Sketch Synthesis. IEEE Trans. Image Process. 32: 483-495 (2023)
  • Chang Jiang, Fei Gao, Biao Ma, Yuhao Lin, Nannan Wang, Gang Xu: Masked and Adaptive Transformer for Exemplar Based Image Translation. IEEE CVPR, accepted (2023)
  • Biao Ma, Fei Gao, Chang Jiang, Nannan Wang, Gang Xu, Semantic-aware Generation of Multi-view Portrait Drawings, the 32nd International Joint Conference on Artificial Intelligence (IJCAI), accepted, 2023.

2022 2022

  • Yingzhi Tang, Xi Yang, Xinrui Jiang, Nannan Wang, Xinbo Gao: Dually Distribution Pulling Network for Cross-Resolution Person Reidentification. IEEE Trans. Cybern. 52(11): 12016-12027 (2022)
  • Yukai Wang, Chunlei Peng, Decheng Liu, Nannan Wang, Xinbo Gao: ForgeryNIR: Deep Face Forgery and Detection in Near-Infrared Scenario. IEEE Trans. Inf. Forensics Secur. 17: 500-515 (2022)
  • De Cheng, Jingyu Zhou, Nannan Wang, Xinbo Gao: Hybrid Dynamic Contrast and Probability Distillation for Unsupervised Person Re-Id. IEEE Trans. Image Process. 31: 3334-3346 (2022)
  • Hangyu Li, Nannan Wang, Xi Yang, Xinbo Gao: CRS-CONT: A Well-Trained General Encoder for Facial Expression Analysis. IEEE Trans. Image Process. 31: 4637-4650 (2022)
  • Xinpeng Ding, Nannan Wang, Shiwei Zhang, Ziyuan Huang, Xiaomeng Li, Mingqian Tang, Tongliang Liu, Xinbo Gao: Exploring Language Hierarchy for Video Grounding. IEEE Trans. Image Process. 31: 4693-4706 (2022)
  • Mengxu Lu, Zhenxue Chen, Q. M. Jonathan Wu, Nannan Wang, Xuewen Rong, Xinghe Yan: FRNet: Factorized and Regular Blocks Network for Semantic Segmentation in Road Scene. IEEE Trans. Intell. Transp. Syst. 23(4): 3522-3530 (2022)
  • Dawei Zhou, Nannan Wang, Chunlei Peng, Yi Yu, Xi Yang, Xinbo Gao: Towards Multi-Domain Face Synthesis Via Domain-Invariant Representations and Multi-Level Feature Parts. IEEE Trans. Multim. 24: 3469-3479 (2022)
  • Jingwei Xin, Jie Li, Xinrui Jiang, Nannan Wang, Heng Huang, Xinbo Gao: Wavelet-Based Dual Recursive Network for Image Super-Resolution. IEEE Trans. Neural Networks Learn. Syst. 33(2): 707-720 (2022)
  • Mingrui Zhu, Jie Li, Nannan Wang, Xinbo Gao: Knowledge Distillation for Face Photo-Sketch Synthesis. IEEE Trans. Neural Networks Learn. Syst. 33(2): 893-906 (2022)
  • Ziyu Wei, Xi Yang, Nannan Wang, Xinbo Gao: Flexible Body Partition-Based Adversarial Learning for Visible Infrared Person Re-Identification. IEEE Trans. Neural Networks Learn. Syst. 33(9): 4676-4687 (2022)
  • Decheng Liu, Xinbo Gao, Chunlei Peng, Nannan Wang, Jie Li: Heterogeneous Face Interpretable Disentangled Representation for Joint Face Recognition and Synthesis. IEEE Trans. Neural Networks Learn. Syst. 33(10): 5611-5625 (2022)
  • Hangyu Li, Nannan Wang, Xi Yang, Xiaoyu Wang, Xinbo Gao: Towards Semi-Supervised Deep Facial Expression Recognition with An Adaptive Confidence Margin. CVPR 2022: 4156-4165
  • Zhaoqing Wang, Qiang Li, Guoxin Zhang, Pengfei Wan, Wen Zheng, Nannan Wang, Mingming Gong, Tongliang Liu: Exploring Set Similarity for Dense Self-supervised Representation Learning. CVPR 2022: 16569-16578
  • De Cheng, Tongliang Liu, Yixiong Ning, Nannan Wang, Bo Han, Gang Niu, Xinbo Gao, Masashi Sugiyama:Instance-Dependent Label-Noise Learning with Manifold-Regularized Transition Matrix Estimation. CVPR 2022: 16609-16618
  • Zhenning Yu, Xin Liu, Yiu-Ming Cheung, Minghang Zhu, Xing Xu, Nannan Wang, Taihao Li: Detach and Enhance: Learning Disentangled Cross-modal Latent Representation for Efficient Face-Voice Association and Matching. ICDM 2022: 648-655
  • Dawei Zhou, Nannan Wang, Xinbo Gao, Bo Han, Xiaoyu Wang, Yibing Zhan, Tongliang Liu: Improving Adversarial Robustness via Mutual Information Estimation. ICML 2022: 27338-27352
  • Dawei Zhou, Nannan Wang, Bo Han, Tongliang Liu: Modeling Adversarial Noise for Adversarial Training. ICML 2022: 27353-27366
  • De Cheng, Yan Li, Dingwen Zhang, Nannan Wang, Xinbo Gao, Jiande Sun: Robust Single Image Dehazing Based on Consistent and Contrast-Assisted Reconstruction. IJCAI 2022: 848-854
  • Xiaobo Xia, Shuo Shan, Mingming Gong, Nannan Wang, Fei Gao, Haikun Wei, Tongliang Liu: Sample-Efficient Kernel Mean Estimator with Marginalized Corrupted Data. KDD 2022: 2110-2119
  • Kun Cheng, Xiaodong Cun, Yong Zhang, Menghan Xia, Fei Yin, Mingrui Zhu, Xuan Wang, Jue Wang, Nannan Wang: VideoReTalking: Audio-based Lip Synchronization for Talking Head Video Editing In the Wild. SIGGRAPH Asia 2022: 30:1-30:9

Before 2022 before

  • Mingrui Zhu, Jie Li, Nannan Wang, Xinbo Gao: Learning Deep Patch representation for Probabilistic Graphical Model-Based Face Sketch Synthesis. Int. J. Comput. Vis. 129(6): 1820-1836 (2021)
  • Xinrui Jiang, Nannan Wang, Jingwei Xin, Xiaobo Xia, Xi Yang, Xinbo Gao: Learning lightweight super-resolution networks with weight pruning. Neural Networks 144: 21-32 (2021)
  • Chunlei Peng, Nannan Wang, Jie Li, Xinbo Gao: Soft Semantic Representation for Cross-Domain Face Recognition. IEEE Trans. Inf. Forensics Secur. 16: 346-360 (2021)
  • Tianwei Lin, Zhuoqi Ma, Fu Li, Dongliang He, Xin Li, Errui Ding, Nannan Wang, Jie Li, Xinbo Gao: Drafting and Revision: Laplacian Pyramid Network for Fast High-Quality Artistic Style Transfer. CVPR 2021: 5141-5150
  • Ziyu Wei, Xi Yang, Nannan Wang, Xinbo Gao: Syncretic Modality Collaborative Learning for Visible Infrared Person Re-Identification. ICCV 2021: 225-234
  • Dawei Zhou, Nannan Wang, Chunlei Peng, Xinbo Gao, Xiaoyu Wang, Jun Yu, Tongliang Liu: Removing Adversarial Noise in Class Activation Feature Space. ICCV 2021: 7858-7867
  • Mingrui Zhu, Changcheng Liang, Nannan Wang, Xiaoyu Wang, Zhifeng Li, Xinbo Gao: A Sketch-Transformer Network for Face Photo-Sketch Synthesis. IJCAI 2021: 1352-1358
  • Songhua Wu, Xiaobo Xia, Tongliang Liu, Bo Han, Mingming Gong, Nannan Wang, Haifeng Liu, Gang Niu: Class2Simi: A Noise Reduction Perspective on Learning with Noisy Labels. ICML 2021: 11285-11295
  • Mingjin Zhang, Nannan Wang, Yunsong Li, Xinbo Gao: Bionic Face Sketch Generator. IEEE Trans. Cybern. 50(6): 2701-2714 (2020)
  • Xinpeng Ding, Nannan Wang, Xinbo Gao, Jie Li, Xiaoyu Wang, Tongliang Liu: Group Feedback Capsule Network. IEEE Trans. Image Process. 29: 6789-6799 (2020)
  • Bing Cao, Han Zhang, Nannan Wang, Xinbo Gao, Dinggang Shen: Auto-GAN: Self-Supervised Collaborative Learning for Medical Image Synthesis. AAAI 2020: 10486-10493
  • Jingwei Xin, Nannan Wang, Xinrui Jiang, Jie Li, Heng Huang, Xinbo Gao: Binarized Neural Network for Single Image Super Resolution. ECCV (4) 2020: 91-107
  • Xiaobo Xia, Tongliang Liu, Bo Han, Nannan Wang, Mingming Gong, Haifeng Liu, Gang Niu, Dacheng Tao, Masashi Sugiyama: Part-dependent Label Noise: Towards Instance-dependent Label Noise. NeurIPS 2020
  • Bing Cao, Nannan Wang, Jie Li, Xinbo Gao: Data Augmentation-Based Joint Learning for Heterogeneous Face Recognition. IEEE Trans. Neural Networks Learn. Syst. 30(6): 1731-1743 (2019)
  • Mingrui Zhu, Jie Li, Nannan Wang, Xinbo Gao: A Deep Collaborative Framework for Face Photo-Sketch Synthesis. IEEE Trans. Neural Networks Learn. Syst. 30(10): 3096-3108 (2019)
  • Jingwei Xin, Nannan Wang, Xinbo Gao, Jie Li: Residual Attribute Attention Network for Face Image Super-Resolution. AAAI 2019: 9054-9061
  • Nannan Wang, Xinbo Gao, Leiyu Sun, Jie Li: Bayesian Face Sketch Synthesis. IEEE Trans. Image Process. 26(3): 1264-1274 (2017)
  • Nannan Wang, Shengchuan Zhang, Chunlei Peng, Jie Li, Xinbo Gao: Face Sketch Recognition via Data-Driven Synthesis. Handbook of Biometrics for Forensic Science 2017: 127-147
  • Shengchuan Zhang, Xinbo Gao, Nannan Wang, Jie Li: Robust Face Sketch Style Synthesis. IEEE Trans. Image Process. 25(1): 220-232 (2016)
  • Yanting Hu, Nannan Wang, Dacheng Tao, Xinbo Gao, Xuelong Li: SERF: A Simple, Effective, Robust, and Fast Image Super-Resolver From Cascaded Linear Regression. IEEE Trans. Image Process. 25(9): 4091-4102 (2016)
  • Shengchuan Zhang, Xinbo Gao, Nannan Wang, Jie Li, Mingjin Zhang: Face Sketch Synthesis via Sparse Representation-Based Greedy Search. IEEE Trans. Image Process. 24(8): 2466-2477 (2015)
  • Nannan Wang, Dacheng Tao, Xinbo Gao, Xuelong Li, Jie Li: A Comprehensive Survey to Face Hallucination. Int. J. Comput. Vis. 106(1): 9-30 (2014)
  • Nannan Wang, Dacheng Tao, Xinbo Gao, Xuelong Li, Jie Li: Transductive Face Sketch-Photo Synthesis. IEEE Trans. Neural Networks Learn. Syst. 24(9): 1364-1376 (2013)
  • Xinbo Gao, Nannan Wang, Dacheng Tao, Xuelong Li: Face Sketch-Photo Synthesis and Retrieval Using Sparse Representation. IEEE Trans. Circuits Syst. Video Technol. 22(8): 1213-1226 (2012)