YAN TAO's Computer Vision Research Lab.

Biography:

Dr. YAN Tao is an associate professor with the School of Artifical Intelligence and Computer Science, Jiangnan University, China. He received dual Ph.D. degrees in computer science from City University (CityU) of Hong Kong in Feb. 2014 and University of Science and Technology of China (USTC) in Dec. 2013. He once worked as a senior research engineer at Baidu Inc. He is a member of IEEE, CCF and CAAI.

His research interests inclue 3D vision, light field processing, image restoration and enhancement, object detection and tracking, ultra-fine grained image recognition and deep learning. He also focuses on machine vision applications, such as video surveillance and industrial (defect) detection. He has served as a reviewer for IJCV, IEEE TIP, TCSVT, TMM, TCE, SPL, KBS, etc.

Email: yantao@jiangnan.edu.cn or yantao.ustc@gmail.com. Google Scholar, ORCID, Web of Science. Official-personal homepage.

Selected Paper Publications:

Tao Yan*, Jiahui Gao, Ke Xu, Xiangjie Zhu, Hao Huang, Helong Li, Benjamin Wah, Rynson W.H. Lau, "GhostingNet: a Novel Approach for Glass Surface Detection with Ghosting Cues," IEEE Trans. on Pattern Analysis and Machine Intelligence (TPAMI), Sep. 2024, [paper] [suppl] [code] [News], doi: 10.1109/TPAMI.2024.3463490.
Tao Yan*, Xiangjie Zhu, Xianglong Chen, Weijiang He, Chenglong Wang, Yang Yang, Yinghui Wang and Xiaojun Chang*, "GLGFN: Global-Local Grafting Fusion Network for High-Resolution Image Deraining," IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), June 2024, doi:10.1080/10447318.2024.2375799. [code]
Chao Sun, Yinghui Wang*, Tao Yan, Jinlong Yang, Liangyi Huang, "Constructing Interpretable Belief Rule Bases Using a Model-Agnostic Statistical Approach," IEEE Trans. on Fuzzy Systems (TFS), June. 2024, doi:10.1109/TFUZZ.2024.3416448.
Anlei Zhu, Yinghui Wang*, Jinlong Yang, Tao Yan, Haomiao Ma, Wei Li*, "YOWOv3: A Lightweight Spatio-Temporal Joint Network for Video Action Detection," IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), Apr. 2024, doi: 10.1109/TCSVT.2024.3387933.
Hui Ren*, Tao Yan, Xianglong Chen, Ruimin Lyu, Yuan Liu*, "Intelligent Chinese Typesetting Model Based on Information Importance Can Enhance Text Readability," International Journal of Human–Computer Interaction (IJHCI), June. 2024, doi: 10.1080/10447318.2024.2375799.
Tao Yan*, Shufan Xu, Hao Huang, Helong Li, Lu Tan, Xiaojun Chang and Rynson W. H. Lau, "NRGlassNet: Glass Surface Detection From Visible and Near-infrared Image Pairs," Knowledge-Based Systems (KBS), Apr. 2024, doi: 10.1016/j.knosys.2024.111722. [code]
Yang Yang*, Ling Tang, Tao Yan, Lanling Zeng, Xiangjun Shen and Yongzhao Zhan, "Parameterized L0 Image Smoothing With Unsupervised Learning," IEEE Trans. on Emerging Topics in Computational Intelligence (TETCI), Feb. 2024, doi: 10.1109/TETCI.2024.3359060.
Tao Yan*, Helong Li, Jiahui Gao, Zhengtian Wu and Rynson W. H. Lau, "Single Image Reflection Removal From Glass Surfaces Via Multi-scale Reflection Detection," IEEE Trans. on Consumer Electronics (TCE), vol. 69, issue 4, pp. 1164-1176, Nov. 2023, doi: 10.1109/TCE.2023.3303475. [code]
Wuyang Ye, Tao Yan*, Jiahui Gao and Yang Yang, "LFIENet: Light Field Image Enhancement Network by Fusing Exposures of LF-DSLR Image Pairs," IEEE Trans. on Computation Imaging (TCI), vol. 9, pp. 620-635, 2023, doi: 10.1109/TCI.2023.3288300. [code]
Yang Yang*, Lianxiong Wu, Lanling Zeng, Tao Yan and Yongzhao Zhan , "Joint Upsampling for Refocusing Light Fields Derived With Hybrid Lenses," IEEE Trans. on Instrumentation and Measurement (TIM), vol. 72, pp. 1-12, 2023, doi: 10.1109/TIM.2023.3253880.
Tao Yan*, Mingyue Li, Bin Li, Yang Yang and Rynson W H. Lau, "Rain Removal From Light Field Images With 4D Convolution and Multi-Scale Gaussian Process," IEEE Trans. on Image Processing (TIP), vol. 32, pp. 921-936, 2023, doi: 10.1109/TIP.2023.3234692. [code]
Yang Yang, Hongjun Hui, Lanling Zeng, Yan Zhao, Yongzhao Zhan and Tao Yan, "Edge-Preserving Image Filtering Based on Soft Clustering," IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), vol. 32, no. 7, pp. 4150-4162, July 2022, doi: 10.1109/TCSVT.2021.3124291.
Yuyang Ding, Mingyue Li, Tao Yan*, Fan Zhang, Yuan Liu and Rynson W. H. Lau, "Rain Streak Removal From Light Field Images," IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), vol. 32, no. 2, pp. 467-482, Feb. 2022, doi: 10.1109/TCSVT.2021.3063853. [code]
Tao Yan*, Jianbo Jiao, Wenxi Liu and Rynson W. H. Lau, "Stereoscopic Image Generation From Light Field With Disparity Scaling and Super-Resolution," IEEE Trans. on Image Processing (TIP), vol. 29, pp. 1827-1842, 2020, doi: 10.1109/TIP.2019.2944519.
Tao Yan*, Yiming Mao, Jianming Wang, Wenxi Liu, Xiaohua Qian and Rynson W. H. Lau, "Generating Stereoscopic Images With Convergence Control Ability From a Light Field Image Pair," IEEE Trans. on Circuits and Systems for Video Technology (TCSVT), vol. 30, no. 5, pp. 1435-1450, May 2020, doi: 10.1109/TCSVT.2019.2903556.
Wenxi Liu, Yibing Song, DengSheng Chen, Shengfeng He, Yuanlong Yu, Tao Yan, Gehard P. Hancke, and Rynson W. Lau. "Deformable object tracking with gated fusion," IEEE Trans. on Image Processing (TIP), vol. 28, no. 8, pp. 3766-3777, Aug. 2019, doi: 10.1109/TIP.2019.2902784.
Yan, Tao*, Yuyang Ding, Fan Zhang, Ningyu Xie, Wenxi Liu, Zhengtian Wu, and Yuan Liu. "Snow removal from light field images," IEEE Access, 7: 164203-164215, Nov. 2019, doi: 10.1109/ACCESS.2019.2951917.
Yan, Tao*, Fan Zhang, Yiming Mao, Hongbin Yu, Xiaohua Qian, and Rynson WH Lau. "Depth estimation from a light field image pair with a generative model," IEEE Access, 7: 12768-12778, Jan. 2019, doi: 10.1109/ACCESS.2019.2893354.
Tao Yan, Zhe Huang, Rynson W.H. Lau, Yun Xu, "Seamless stitching of stereo images for generating infinite panoramas," Proc. the 19th ACM Symposium on Virtual Reality Software and Technology (VRST '13), 2013, dio:10.1145/2502081.2502177.
Tao Yan, Shengfeng. He, Rynson W.H. Lau, Yun Xu, "Consistent stereo image editing," Proc. the ACM Multimedia 2013, dio:10.1145/2503713.2503729.
Tao Yan, Rynson W.H. Lau, Yun Xu, Liusheng Huang, "Depth Mapping for Stereoscopic Videos," International Journal of Computer Vision (IJCV), 102, 293–307, 2013, dio:10.1007/s11263-012-0593-9.