- Current State: I am pursuing my Ph.D. degree at Northwestern Polytechnical University, also as a Research Intern at Medical AI Laboratory, Damo, Alibaba.
- Research Interests: Computer Vision and Artificial Intelligence related topics, especially in weakly supervised learning, knowledge distillation, medical image analysis, and vision-language model.
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$\bullet$ 2023-Present: Research Intern at Medical AI Laboratory, Damo (达摩院) Alibaba (阿里巴巴) -
$\bullet$ 2021-2022: Inter at the third academy of China Aerospace Science and Industry Corporation (CASIC) -
$\bullet$ 2018-Present: Northwestern Polytechnical University, Ph.D, supervised by Prof. Junwei Han and Prof. Dingwen Zhang -
$\bullet$ 2016-2018: Northwestern Polytechnical University, MA, supervised by Prof. Junwei Han -
$\bullet$ 2012-2016: Nanjing University of Aeronautics and Astronautics, BA
Time | Domain | Papers |
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2021 - Present | AI for Medical | IE-Net(JBHI), PAE-ASS(Neural Netw.), RG-CD(Arxiv24) 1 TMI under review |
2021 - Present | Knowledge distillation | SPU(Vis. Intell.), Pixel Distillation(TPAMI) 1 TPAMI under review |
2018 - 2022 | Weakly-supervised Learning | ODSAWL(TCSVT), SLT-Net(CVPR), GWSOL(TNNLS) |
2016 - 2017 | Flow estimation, Keypoint detection | PoseFlow(CVPR) |
Time | Task | Projects | Source |
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2023 - Present | Medical Image Analysis | AI-powered multi-cancer early detection public welfare program, CT-based Survival Prediction | Medical AI Lab, Alibaba Damo |
2022 - Present | Medical Image Analysis | Nuclei recognition, Lung ultrasound B-Line detection | Xijing Hospital, The Fourth Military Medical University |
2021 - 2022 | Object and Keypoint Detection | Infrared ship recognition under complex background | China Aerospace Science and Industry Corporation (CASIC) |
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$\bullet$ 2024.07: One paper was accepted to TPAMI. -
$\bullet$ 2024.04: Congratulations to Kaihui Yang on obtaining the Ph.D qualification of NWPU -
$\bullet$ 2024.01: One paper was accepted to ACM TOMM. Congratulations to Kaihui Yang. -
$\bullet$ 2024.01: One paper was accepted to Neural Networks. Congratulations to Jieru Yao.
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$\bullet$ Guangyu Guo, Dingwen Zhang, Longfei Han, Nian Liu, Ming-Ming Cheng, Junwei Han. Pixel Distillation: Cost-flexible Distillation across Image Sizes and Heterogeneous Networks. TPAMI, 2024. -
$\bullet$ Kaihui Yang, Junwei Han, Guangyu Guo, Chaowei Fang, Yingzi Fan, Lechao Cheng, Dingwen Zhang. Progressive Adapting and Pruning: Domain-Incremental Learning for Saliency Prediction. ACM TOMM, 2024. -
$\bullet$ Jieru Yao, Longfei Han, Kaihui Yang, Guangyu Guo, Nian Liu, Xiankai Huang, Zhaohui Zheng, Dingwen Zhang, Junwei Han. Contextual Dependency Vision Transformer for spectrogram-based multivariate time series analysis. Neurocomputing, 2024. -
$\bullet$ Guangyu Guo, Jiawen Yao, Yingda Xia, Tony CW Mok, Zhilin Zheng, Junwei Han, Le Lu, Dingwen Zhang, Jian Zhou, Ling Zhang. Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports. arXiv preprint, 2024. -
$\bullet$ Jieru Yao, Longfei Han, Guangyu Guo, Zhaohui Zheng, Runmin Cong, Xiankai Huang, Jin Ding, Kaihui Yang, Dingwen Zhang, Junwei Han. Position-based anchor optimization for point supervised dense nuclei detection. Neural Networks, 2024. -
$\bullet$ Guangyu Guo, Longfei Han, Le Wang, Dingwen Zhang, Junwei Han. Semantic-aware Knowledge Distillation with Parameter-free Feature Uniformization. Visual Intelligence, 2023. -
$\bullet$ Dingwen Zhang, Junwei Han, Guangyu Guo, Long Zhao. Generalized Weakly Supervised Object Localization. TNNLS, 2022. -
$\bullet$ Guangyu Guo, Junwei Han, Fang Wan, Dingwen Zhang. Strengthen learning tolerance for weakly supervised object localization. CVPR, 2021. -
$\bullet$ Guangyu Guo, Zhuoyan Liu, Shijie Zhao, Lei Guo, Tianming Liu. Eliminating indefiniteness of clinical spectrum for better screening COVID-19. JBHI, 2021. -
$\bullet$ Dingwen Zhang, Guangyu Guo$^{\star}$ , Dong Huang, Junwei Han. Poseflow: A deep motion representation for understanding human behaviors in videos. CVPR. 2018. -
$\bullet$ Dingwen Zhang, Junwei Han, Guangyu Guo, Long Zhao. Learning object detectors with semi-annotated weak labels. TCSVT, 2018.