Publications
Summary: CVPR/ICCV/ECCV (16), AAAI/IJCAI/ACM MM (8), TPAMI (3), IEEE Transactions (20).
^ joint first authors; * corresponding author
2025
Demystify Transformers & Convolutions in Modern Image Deep Networks
Xiaowei Hu^, Min Shi^, Weiyun Wang^, Sitong Wu^, Linjie Xing, Wenhai Wang, Xizhou Zhu, Lewei Lu, Jie Zhou, Xiaogang Wang, Yu Qiao, and Jifeng Dai*
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 47, no. 4, pp. 2416-2428, 2025.
[paper] [arXiv] [code]Fast Image Super-Resolution via Consistency Rectified Flow
Jiaqi Xu, Wenbo Li, Haoze Sun, Fan Li, Zhixin Wang, Long Peng, Jingjing Ren, Haoran Yang, Xiaowei Hu, Renjing Pei, and Pheng-Ann Heng
IEEE International Conference on Computer Vision (ICCV), accepted, 2025.EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights
Zhenghao Xing^, Hao Chen^, Binzhu Xie, Jiaqi Xu, Ziyu Guo, Xuemiao Xu, Jianye Hao, Chi-Wing Fu, Xiaowei Hu*, and Pheng-Ann Heng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 19098-19108, 2025.
[paper] [code]MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models
Donghao Zhou^, Jiancheng Huang^, Jinbin Bai, Jiaze Wang, Hao Chen, Guangyong Chen, Xiaowei Hu*, and Pheng-Ann Heng
International Joint Conference on Artificial Intelligence (IJCAI), accepted, 2025.
[arXiv] [project]Device-Cloud Collaborative Learning Framework for Efficient Unknown Object Detection
Kewei Zhao, Xiaowei Hu, and Qinya Li
ACM Multimedia (ACM MM), accepted, 2025.Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions
Jiaqi Xu, Xiaowei Hu*, Lei Zhu, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), accepted, 2025.
[paper]Volumetric Medical Image Segmentation via Fully 3D Adaptation of Segment Anything Model
Haoneng Lin, Jing Zou, Sen Deng, Ka Po Wong, Angelica I. Aviles-Rivero, Yiting Fan, Alex Pui-Wai Lee, Xiaowei Hu, and Jing Qin
Biocybernetics and Biomedical Engineering, vol. 45, pp. 1-10, 2025.
[paper]Multi-Scale Contextual Learning for Medical Image Segmentation via Dual Distillationn
Ruize Cui, Lanqing Liu, Youyi Song, Ge Ren, Xiaowei Hu*, and Jing Qin
Medical Physics, vol. 52, no. 2, pp. 787-800, 2025.
[paper]A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers
Ming Hu et al.
ArXiv Tech Report, 2025.
[arXiv] [project]
2024
Towards Real-World Adverse Weather Image Restoration: Enhancing Clearness and Semantics with Vision-Language Models
Jiaqi Xu, Mengyang Wu, Xiaowei Hu*, Chi-Wing Fu, Qi Dou, and Pheng-Ann Heng
European Conference on Computer Vision (ECCV), pp. 147-164, 2024
[paper] [arXiv] [code]Video Instance Shadow Detection Under the Sun and Sky
Zhenghao Xing^, Tianyu Wang^, Xiaowei Hu*, Haoran Wu, Chi-Wing Fu, and Pheng-Ann Heng
IEEE Transactions on Image Processing (IEEE TIP), vol. 33, pp. 5715-5726, 2024
[paper] [arXiv] [project]Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling
Guoqi Yu, Jing Zou, Xiaowei Hu, Angelica I. Aviles-Rivero, Jing Qin, and Shujun Wang
International Conference on Machine Learning (ICML), vol. 235, pp. 57818-57841, 2024
[arXiv]TrafficMOT: A Challenging Dataset for Multi-Object Tracking in Complex Traffic Scenarios
Lihao Liu, Yanqi Cheng, Zhongying Deng, Shujun Wang, Dongdong Chen, Xiaowei Hu, Pietro Liò, Carola-Bibiane Schönlieb, and Angelica I. Aviles-Rivero
ACM Multimedia (ACM MM), pp. 1265-1273, 2024
[paper] [arXiv]Semi-Supervised TEE Segmentation via Interacting with SAM Equipped with Noise-Resilient Prompting
Sen Deng, Yidan Feng, Haoneng Lin, Yiting Fan, Alex Pui-Wai Lee, Xiaowei Hu, and Jing Qin
AAAI Conference on Artificial Intelligence (AAAI), pp. 11757-11765, 2024
[paper]Dynamic Message Propagation Network for RGB-D and Video Salient Object Detection
Baian Chen, Zhilei Chen, Xiaowei Hu, Jun Xu, Haoran Xie, Jing Qin, and Mingqiang Wei
ACM Transactions on Multimedia Computing Communications and Applications (ACM TOMM), vol. 20, no. 1, pp. 1-21, 2024
[paper] [arXiv]Unveiling Deep Shadows: A Survey and Benchmark on Image and Video Shadow Detection, Removal, and Generation in the Deep Learning Era
Xiaowei Hu^, Zhenghao Xing^, Tianyu Wang, Chi-Wing Fu, and Pheng-Ann Heng
ArXiv Tech Report, 2024
[arXiv] [project] [supp.] [report]
2023
Instance Shadow Detection with A Single-Stage Detector
Tianyu Wang, Xiaowei Hu*, Pheng-Ann Heng, and Chi-Wing Fu
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 45, no. 3, pp. 3259-3273, 2023
[paper] [arXiv] [code] [SOBA dataset]SILT: Shadow-Aware Iterative Label Tuning for Learning to Detect Shadows from Noisy Labels
Han Yang^, Tianyu Wang^, Xiaowei Hu*, and Chi-Wing Fu
IEEE International Conference on Computer Vision (ICCV), pp. 12687-12698, 2023
[paper] [arXiv] [code] [SBU-Refine dataset]Learning Weather-General and Weather-Specific Features for Image Restoration Under Multiple Adverse Weather Conditions
Yurui Zhu^, Tianyu Wang^, Xueyang Fu*, Xuanyu Yang, Xin Guo, Jifeng Dai, Yu Qiao, and Xiaowei Hu*
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 21747-21758, 2023
[paper] [code]Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior
Jiaqi Xu, Xiaowei Hu*, Lei Zhu*, Qi Dou, Jifeng Dai, Yu Qiao, and Pheng-Ann Heng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 18053-18062, 2023
[paper] [arXiv] [code] [HazeWorld dataset] [report (zhihu)]Matching Is Not Enough: A Two-Stage Framework for Category-Agnostic Pose Estimation
Min Shi, Zihao Huang, Xianzheng Ma, Xiaowei Hu, and Zhiguo Cao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 7308-7317, 2023 (Highlight)
[paper] [code]InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
Wenhai Wang, Jifeng Dai, Zhe Chen, Zhenhang Huang, Zhiqi Li, Xizhou Zhu, Xiaowei Hu, Tong Lu, Lewei Lu, Hongsheng Li, Xiaogang Wang, and Yu Qiao
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 14408-14419, 2023 (Highlight)
[paper] [arXiv] [code] [video]IDRNet: Intervention-Driven Relation Network for Semantic Segmentation
Zhenchao Jin, Xiaowei Hu, Lingting Zhu, Luchuan Song, Li Yuan, Lequan Yu
Advances in Neural Information Processing Systems (NeurIPS), 2023
[paper] [arXiv] [code]Deep Texture-Aware Features for Camouflaged Object Detection
Jingjing Ren^, Xiaowei Hu^, Lei Zhu, Xuemiao Xu, Yangyang Xu, Weiming Wang, Zijun Deng, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 33, no. 3, pp. 1157-1167, 2023
[paper] [arXiv]Representative Feature Alignment for Adaptive Object Detection
Shan Xu, Huaidong Zhang, Xuemiao Xu*, Xiaowei Hu*, Yangyang Xu, Liangui Dai, Kup-Sze Choi, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 33, no. 2, pp. 689-700, 2023
[paper]Spectrum and Style Transformation Framework for Omni-Domain COVID-19 Diagnosis
Zhenkun Wang, Shuangchun Gui, Xinpeng Ding, Xiaowei Hu*, Xiaowei Xu*, and Xiaomeng Li
IEEE Transactions on Emerging Topics in Computational Intelligence (IEEE TETCI), vol. 7, no. 5, pp. 1527-1538, 2023
[paper]
2022
Sparse2Dense: Learning to Densify 3D Features for 3D Object Detection
Tianyu Wang, Xiaowei Hu*, Zhengze Liu, and Chi-Wing Fu
Advances in Neural Information Processing Systems (NeurIPS), 2022.
[paper] [arXiv] [code]Learning Shadow Correspondence for Video Shadow Detection
Xinpeng Ding, Jingwen Yang, Xiaowei Hu, and Xiaomeng Li
European Conference on Computer Vision (ECCV), pp. 705-722, 2022.
[paper] [arXiv] [code]Enhanced Coarse-to-Fine Network for Image Restoration
Yurui Zhu, Xi Wang, Xueyang Fu*, and Xiaowei Hu*
1st Mobile Intelligent Photography & Imaging Workshop @ ECCV 2022, pp. 130-146, 2022.
[paper] [certificate] [code]Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation
Huifeng Yao, Xiaowei Hu, and Xiaomeng Li
AAAI Conference on Artificial Intelligence (AAAI), pp. 3099-3107, 2022.
[paper] [arXiv] [code]
2021
Revisiting Shadow Detection: A New Benchmark Dataset for Complex World
Xiaowei Hu, Tianyu Wang, Chi-Wing Fu, Yitong Jiang, Qiong Wang, and Pheng-Ann Heng
IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 1925-1934, 2021.
[paper] [arXiv] [CUHK-Shadow dataset] [evaluation function] [code]Single-Image Real-Time Rain Removal Based on Depth-Guided Non-Local Features
Xiaowei Hu, Lei Zhu, Tianyu Wang, Chi-Wing Fu, and Pheng-Ann Heng
IEEE Transactions on Image Processing (IEEE TIP), vol. 30, pp. 1759-1770, 2021.
[paper] [code] [RainCityscapes dataset]Single-Stage Instance Shadow Detection with Bidirectional Relation Learning
Tianyu Wang^, Xiaowei Hu^*, Chi-Wing Fu, and Pheng-Ann Heng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1-11, 2021. (Oral)
[paper] [supp.] [video] [code] [poster]SAC-Net: Spatial Attenuation Context for Salient Object Detection
Xiaowei Hu, Chi-Wing Fu, Lei Zhu, Tianyu Wang, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 31, no. 3, pp. 1079-1090, 2021.
[paper] [arXiv] [supp.] [code] [results]Rotation-oriented Collaborative Self-supervised Learning for Retinal Disease Diagnosis
Xiaomeng Li, Xiaowei Hu, Xiaojuan Qi, Lequan Yu, Wei Zhao, Pheng-Ann Heng, and Lei Xing
IEEE Transactions on Medical Imaging (IEEE TMI), vol. 40, no. 9, pp. 2284-2294, 2021. (TMI Popular Paper)
[paper] [code]SALMNet: A Structure-Aware Lane Marking Detection Network
Xuemiao Xu, Tianfei Yu, Xiaowei Hu*, Wing W. Y. Ng*, and Pheng-Ann Heng
IEEE Transactions on Intelligent Transportation Systems (IEEE TITS), vol. 22, no. 8, pp. 4986-4997, 2021.
[paper]Learning Gated Non-Local Residual for Single-Image Rain Streak Removal
Lei Zhu, Zijun Deng, Xiaowei Hu*, Haoran Xie, Xuemiao Xu*, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 31, no. 6, pp. 2147-2159, 2021.
[paper]Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection
Xudong Yan, Huaidong Zhang, Xuemiao Xu, Xiaowei Hu, and Pheng-Ann Heng
AAAI Conference on Artificial Intelligence (AAAI), vol. 35, no. 4, pp. 3110-3118, 2021.
[paper] [code]Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images
Cheng Xue, Lei Zhu, Huazhu Fu, Xiaowei Hu, Xiaomeng Li, Hai Zhang, and Pheng-Ann Heng
Medical Image Analysis (MedIA), vol. 70, article no. 101989, 2021.
[paper] [arXiv]
2020
Direction-Aware Spatial Context Features for Shadow Detection and Removal
Xiaowei Hu, Chi-Wing Fu, Lei Zhu, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 42, no. 11, pp. 2795-2808, 2020.
[paper] [arXiv] [supp.] [code]Instance Shadow Detection
Tianyu Wang^, Xiaowei Hu^, Qiong Wang, Pheng-Ann Heng, and Chi-Wing Fu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1880-1889, 2020.
[paper] [arXiv] [code] [SOBA dataset] [results] [video]Saliency-Aware Texture Smoothing
Lei Zhu^, Xiaowei Hu^, Chi-Wing Fu, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Visualization and Computer Graphics (IEEE TVCG), vol. 26, no. 7, pp. 2471-2484, 2020.
[paper] [code] [SDTS dataset]Ψ-Net: Stacking Densely Convolutional LSTMs for Sub-cortical Brain Structure Segmentation
Lihao Liu^, Xiaowei Hu^, Lei Zhu, Chi-Wing Fu, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Medical Imaging (IEEE TMI), vol. 39, no. 9, pp. 2806-2817, 2020.
[paper] [code]CANet: Cross-disease Attention Network for Joint Diabetic Retinopathy and Diabetic Macular Edema Grading
Xiaomeng Li*, Xiaowei Hu*, Lequan Yu, Lei Zhu, Chi-Wing Fu, and Pheng-Ann Heng
IEEE Transactions on Medical Imaging (IEEE TMI), vol. 39, no. 5, pp. 1483-1493, 2020. (ESI Highly Cited Paper)
[paper] [code]GrabAR: Occlusion-aware Grabbing Virtual Objects in AR
Xiao Tang, Xiaowei Hu, Chi-Wing Fu, and Daniel Cohen-Or
ACM Symposium on User Interface Software and Technology (UIST), pp. 697-708, 2020.
[paper] [arXiv] [project]Aggregating Attentional Dilated Features for Salient Object Detection
Lei Zhu, Jiaxing Chen, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), vol. 30, no. 10, pp. 3358-3371, 2020.
[paper] [code] [results]
2019
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data
Xiaowei Hu, Yitong Jiang, Chi-Wing Fu, and Pheng-Ann Heng
IEEE International Conference on Computer Vision (ICCV), pp. 2472-2481, 2019.
[paper] [arXiv] [code] [USR dataset] [poster]Deep Multi-Model Fusion for Single-Image Dehazing
Zijun Deng, Lei Zhu, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Qing Zhang, Jing Qin, and Pheng-Ann Heng
IEEE International Conference on Computer Vision (ICCV), pp. 2453-2462, 2019.
[paper] [code] [results]Depth-Attentional Features for Single-Image Rain Removal
Xiaowei Hu, Chi-Wing Fu, Lei Zhu, and Pheng-Ann Heng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8022-8031, 2019.
[paper] [supp.] [code] [RainCityscapes dataset] [poster]SINet: A Scale-Insensitive Convolutional Neural Network for Fast Vehicle Detection
Xiaowei Hu, Xuemiao Xu, Yongjie Xiao, Hao Chen, Shengfeng He, Jing Qin, and Pheng-Ann Heng
IEEE Transactions on Intelligent Transportation Systems (IEEE TITS), vol. 20, no. 3, pp. 1010-1019, 2019. (ESI Highly Cited Paper)
[paper] [arXiv] [code] [LSVH dataset (Google)] [LSVH dataset (Baidu)]Probabilistic Multilayer Regularization Network for Unsupervised 3D Brain Image Registration
Lihao Liu, Xiaowei Hu, Lei Zhu, and Pheng-Ann Heng
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 346-354, 2019.
[paper] [arXiv] [code]Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound
Yi Wang, Haoran Dou, Xiaowei Hu, Lei Zhu, Xin Yang, Ming Xu, Jing Qin, Pheng-Ann Heng, Tianfu Wang, and Dong Ni
IEEE Transactions on Medical Imaging (IEEE TMI), vol. 38, no. 12, pp. 2768-2778, 2019.
[paper] [arXiv] [code]Enhancing Augmented VR Interaction via Egocentric Scene Analysis
Yang Tian, Chi-Wing Fu, Shengdong Zhao, Ruihui Li, Xiao Tang, Xiaowei Hu, and Pheng-Ann Heng
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (Ubicomp), vol. 3, no. 3, article no. 105, 2019.
[paper]CATARACTS: Challenge on Automatic Tool Annotation for cataRACT Surgery
Hassan Al Hajj, Mathieu Lamard, Pierre-Henri Conze, Soumali Roychowdhury, Xiaowei Hu, et al.
Medical Image Analysis (MedIA), vol. 52, pp. 24-41, 2019.
[paper]
2018 & Before
Direction-Aware Spatial Context Features for Shadow Detection
Xiaowei Hu, Lei Zhu, Chi-Wing Fu, Jing Qin, and Pheng-Ann Heng
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 7454-7462, 2018. (Oral)
[paper] [arXiv] [supp.] [code] [results] [poster] [slides] [video]Recurrently Aggregating Deep Features for Salient Object Detection
Xiaowei Hu, Lei Zhu, Jing Qin, Chi-Wing Fu, and Pheng-Ann Heng
AAAI Conference on Artificial Intelligence (AAAI), pp. 6943-6950, 2018. (Spotlight)
[paper] [supp.] [code] [results] [poster]R³Net: Recurrent Residual Refinement Network for Saliency Detection
Zijun Deng^, Xiaowei Hu^, Lei Zhu, Xuemiao Xu, Jing Qin, Guoqiang Han, and Pheng-Ann Heng
International Joint Conference on Artificial Intelligence (IJCAI), pp. 684-690, 2018. (Oral)
[paper] [code] [results] [poster] [slides]Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection
Lei Zhu, Zijun Deng, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Jing Qin, and Pheng-Ann Heng
European Conference on Computer Vision (ECCV), pp. 122-137, 2018.
[paper] [code] [poster]Deep Attentional Features for Prostate Segmentation in Ultrasound
Yi Wang, Zijun Deng, Xiaowei Hu, Lei Zhu, Xin Yang, Xuemiao Xu, Pheng-Ann Heng, and Dong Ni
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp. 523-530, 2018.
[paper] [code]AGNet: Attention-Guided Network for Surgical Tool Presence Detection
Xiaowei Hu, Lequan Yu, Hao Chen, Jing Qin, and Pheng-Ann Heng
Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support, pp. 186-194, 2017.
[paper] [code]
PhD Thesis
- Shadow Detection and Removal with Deep Learning
Xiaowei Hu
The Chinese University of Hong Kong, June, 2020.
[thesis]
Patents