I received B.A. degree from School of Internet of Things Engineering at Jiangnan University, in 2015. For two years up to 2018, I studied as a Master student in Jiangsu Provincial Engineering Laboratory of Pattern Recognition and Computational Intelligence, Jiangnan University. I received my Ph.D. degree at Jiangsu Provincial Engineering Laboratory of Pattern Recognition and Computational Intelligence, Jiangnan University, in December of 2021, supervised by Pro. Xiao-Jun Wu (School of AI & CS).
I am currently a Lecturer at the School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China. My research interests include image fusion and multi-modal visual information processing. I have published several scientific papers, including Information Fusion, IEEE TIP, IEEE TCYB, IEEE TIM, ICPR etc. I achieved top tracking performance in several competitions, including the VOT2020 RGBT challenge (ECCV20), VOT2021 RGBD challenge (ICCV21) and Anti-UAV challenge (ICCV21).
Email:
hui_li_jnu@163.com
lihui.cv@jiangnan.edu.cn
Current research
- Image processing (image fusion)
- Multi-modality tracking under RGB and thermal/infrared
Publications
Journal papers (9)
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I Know How You Move: Explicit Motion Estimation for Human Action Recognition
Zhongwei Shen, Xiao-Jun Wu*, Hui Li, Tianyang Xu, Cong Wu
IEEE Transactions on Multimedia, 2022, Early Access.
paper, code -
SwinFuse: A Residual Swin Transformer Fusion Network for Infrared and Visible Images
Zhishe Wang*, Yanlin Chen, Wenyu Shao, Hui Li, Lei Zhang
IEEE Transactions on Instrumentation and Measurement, 2022, vol: 71.
paper, code -
Generalized n-Dimensional Rigid Registration: Theory and Applications
Jin Wu, Miaomiao Wang, Hassen Fourati, Hui Li, Yilong Zhu, Chengxi Zhang, Yi Jiang, Xiangcheng Hu, Ming Liu*
IEEE Transactions on Cybernetics, 2022, Early Acces.
paper, code, video -
RFN-Nest: An end-to-end residual fusion network for infrared and visible images
Hui Li, Xiao-Jun Wu* , Josef Kittler
Information Fusion, Volume: 73, Pages: 72-86, September 2021. (Highly Cited Paper)
paper, arxiv, code, Supplementary Material -
UMFA: a photorealistic style transfer method based on U-Net and multi-layer feature aggregation
Dongyu Rao, Xiao-Jun Wu*, Hui Li, Josef Kittler, Tianyang Xu
Journal of Electronic Imaging, Volume: 30, issue: 5, pp. 053013, September 2021.
paper, arxiv, code -
NestFuse: An Infrared and Visible Image Fusion Architecture based on Nest Connection and Spatial/Channel Attention Models
Hui Li, Xiao-Jun Wu* , Tariq S. Durrani
IEEE Transactions on Instrumentation and Measurement(TIM), Volume: 69, issue: 12, pp. 9645–9656, Dec. 2020.
paper, arxiv, code -
MDLatLRR: A novel decomposition method for infrared and visible image fusion
Hui Li, Xiao-Jun Wu* , Josef Kittler
IEEE Transactions on Image Processing(TIP), Volume: 29, pp. 4733-4746, February, 2020. (Highly Cited Paper)
paper, arxiv, code -
Infrared and Visible Image Fusion with ResNet and zero-phase component analysis
Hui Li, Xiao-Jun Wu* , Tariq S. Durrani
Journal of Infrared Physics & Technology, Volume 102, November 2019, 103039.
paper, arxiv, code -
DenseFuse: A Fusion Approach to Infrared and Visible Images
Hui Li, Xiao-Jun Wu*
IEEE Transactions on Image Processing(TIP), Volume: 28, issue: 5, pp. 2614–2623, May. 2019. (Highly Cited Paper)
paper, arxiv, code
Conference papers (5)
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MSC-Fuse: An Unsupervised Multi-scale Convolutional Fusion Framework for Infrared and Visible Image
Guo-Yang Chen, Xiao-Jun Wu* , Hui Li, Tian-Yang Xu
International Conference on Image and Graphics(ICIG 2021), 30 September 2021, Lecture Notes in Computer Science, vol 12888. Springer, Cham.
paper, [arxiv], code -
Subspace Clustering via Joint Unsupervised Feature Selection
Wenhua Dong, Xiao-Jun Wu*, Hui Li, Zhen-Hua Feng, Josef Kittler
IEEE International Conference on Pattern Recognition(ICPR 2020), 2021, Page(s): 3892 - 3898.
paper, [arxiv], [code] -
MSDNet for Medical Image Fusion
Xu Song, , Xiao-Jun Wu* , Hui Li
International Conference on Image and Graphics(ICIG 2019), 28 November 2019, Lecture Notes in Computer Science, vol 11902. Springer, Cham.
paper, preprint, code -
Infrared and Visible Image Fusion using a Deep Learning Framework
Hui Li, Xiao-Jun Wu* , Josef Kittler
IEEE International Conference on Pattern Recognition(ICPR 2018), 2018, Page(s):2705 - 2710.
paper, arxiv, code
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Multi-focus Image Fusion Using Dictionary Learning and Low-Rank Representation
Hui Li, Xiao-Jun Wu*
International Conference on Image and Graphics(ICIG 2017), Springer, Cham, 2017: 675 - 686.
paper, arxiv, code
Preprint
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A Medical Image Fusion Method based on MDLatLRRv2
Xu Song, Xiao-Jun Wu*, Hui Li
arXiv 2022
arxiv, code -
Exploring Fusion Strategies for Accurate RGBT Visual Object Tracking
Zhangyong Tang, Tianyang Xu, Hui Li, Xiao-Jun Wu, Xuefeng Zhu, Josef Kittler
arXiv 2022
arxiv, code -
Res2NetFuse: A Fusion Method for Infrared and Visible Images
Xu Song, Xiao-Jun Wu*, Hui Li
arXiv 2021
arxiv, code -
Infrared and visible image fusion using Latent Low-Rank Representation
Hui Li, Xiao-Jun Wu*
arXiv 2017
arxiv, code -
Multi-focus Noisy Image Fusion using Low-Rank Representation
Hui Li, Xiao-Jun Wu*, Tariq Durrani
arXiv 2017
arxiv, code
Contest
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The Tenth Visual Object Tracking VOT2022 Challenge Results
Zhangyong Tang, Xuefeng Zhu, Shaochuan Zhao, Tianyang Xu, Jiaye Chen, Ze Kang, Hui Li, Shaochuan Zhao, Xiao-Jun Wu, Josef Kittler, Xi Li
VOT-D 2022 subchallenge (RSDiMP, 2nd place)
home page, VOT report -
The Ninth Visual Object Tracking VOT2021 Challenge Results
Xuefeng Zhu, Zhangyong Tang, Tianyang Xu, Hui Li, Shaochuan Zhao, Xiao-Jun Wu, Josef Kittler
VOT2021 RGBD subchallenge (TALGD, 2nd place)
home page, VOT report -
Detection and tracking of UAV in the wild ICCV Workshop 2021
Xuefeng Zhu, Zhangyong Tang, Hui Li, Tianyang Xu, Xiao-Jun Wu, Josef Kittler
The Second Anti-UAV Workshop & Challenge 2021 (3rd place award)
home page -
The Eighth Visual Object Tracking VOT2020 Challenge Results
Hui Li, Wu Xiao-Jun*, Josef Kittler, Tianyang Xu, Xuefeng Zhu, Yunkun Li
VOT2020 RGB thermal and infrared subchallenge (DFAT, The winning tracker award)
home page, VOT report, code -
The Seventh Visual Object Tracking VOT2019 Challenge Results
Hui Li, Zhangyong Tang, Tianyang Xu, Xuefeng Zhu, Xiao-Jun Wu, Josef Kittler
VOT2019 RGB thermal and infrared subchallenge (FSRPN, 4th in public dataset)
home page, VOT report, code
Experience
2022.01 ~ now: Lecturer, School of Artificial Intelligence and Computer Science, Jiangnan University, China.
2018.09 ~ 2021.12: Ph.D candidate in Control Science and Engineering in school of IoT, Jiangnan University, China.
2016.09 ~ 2018.06: Master in Computer science and technology in Jiangnan University, China.
2015.06 ~ 2016.08: Software engineer in Nanjing, China.
2011.09 ~ 2015.06: Bachelor in Computer science and technology in school of IoT, Jiangnan University, China.
Activities
Reviewer: IEEE Transactions on Pattern Analysis and Machine Intelligence
Reviewer: International Journal of Computer Vision
Reviewer: IEEE Transactions on Image Processing
Reviewer: Information Fusion
Reviewer: IEEE Transactions on Multimedia
Reviewer: IEEE Transactions on Circuits and Systems for Video Technology
Reviewer: IEEE Transactions on Neural Networks and Learning Systems
Reviewer: IEEE Transactions on Geoscience and Remote Sensing
Reviewer: IEEE Transactions on Instrumentation & Measurement
Reviewer: IEEE International Conference on Robotics and Automation
Reviewer: IEEE International Conference on Pattern Recognition
Reviewer: IEEE International Smart Cities Conference