Zhou, Jiahuan（周嘉欢）
Excellent Young Scientists Fund Program (Overseas) 国家级人才计划青年项目（海外）入选者,
Peking University Boya Young Fellow 北京大学博雅青年学者,
Wangxuan Institute of Computer Technology, Peking University.
Beijing, China
E-mail: jiahuanzhou@pku.edu.cn
I am now a Tenure-track Assistant Professor (Ph.D. Advisor) in Wangxuan Institute of Computer Technology, Peking University. I received my Ph.D. degree under the supervision of Prof.Ying Wu from Northwestern University in 2018. Before coming to Northwestern, I received my B.E. degree in the Automation Department from Tsinghua University, Beijing, China in 2013. Before joining Peking University, I was a Postdoctoral Fellow and Research Assistant Professor working with Prof.Ying Wu at Northwestern University. I have authored more than 50 papers in international journals and conferences including Nature Communications, Nature Synthesis, IEEE TPAMI, IJCV, IEEE TIP, IEEE TIFS, CVPR, ICCV, ECCV, ICLR, AAAI, ACM MM, and so on. I serve as an Area Chair for CVPR, ICML, NeurIPS, ICME, and ICPR, an Associate Editor of the Springer Journal of Machine Vision and Applications (MVA), a regular reviewer member for a number of journals and conferences, e.g., T-PAMI, IJCV, TIP, CVPR, ICCV, ECCV, NeurIPS, ICML, and so on.
周嘉欢，北京大学王选计算机研究所研究员、助理教授、博士生导师，国家高层次青年人才，北京大学小米博雅青年学者。2013年本科毕业于清华大学自动化系，2018年博士毕业于美国西北大学计算机科学专业。主要研究方向为计算机视觉、机器学习、人工智能等，已发表Nature子刊、CCF-A和IEEE Trans论文五十余篇，包括Nature Communications、Nature Synthesis、IEEE TPAMI、IJCV、IEEE TIP、IEEE TIFS、CVPR、ICCV、ECCV、ICLR、AAAI、ACM MM等领域内顶级期刊和会议论文。主持包括国家自然科学基金优秀青年科学基金项目（海外）、国家自然基金委面上项目、某基础加强技术领域基金、全国重点实验室基金、多项校企合作项目等。担任CCF-CV、CSF-VCS专委会委员，国际期刊Machine Vision and Applications编委、国际会议CVPR、ICML、NeurIPS、ICME、ICPR领域主席，AAAI程序委员会委员。
News
We are always actively recruiting Post-doc Fellows, Ph.D., Master, and Research Interns! Welcome to contact me with your detailed CV! (常年招收博士后、博士、硕士和科研实习生！)
02.2025, Four papers are accepted by CVPR'2025.
02.2025, Invited to serve as the Area Chair of NeurlPS'2025.
01.2025, One paper is accepted by ICLR'2025.
01.2025, One paper is accepted by IEEE TIFS.
12.2024, One paper is accepted by Nature Communications
12.2024, Invited to serve as the Area Chair of ICML'2025.
12.2024, Four papers are accepted by AAAI'2025.
09.2024, Invited to serve as the Area Chair of CVPR'2025.
07.2024, Four papers are accepted by ACM MM'2024.
05.2024, One paper is accepted by IJCV.
05.2024, Invited to serve as the Area Chair of NeurIP'2024.
04.2024, One paper is accepted by IJCV.
04.2024, One paper is accepted by IJCAI'2024.
03.2024, One paper is accepted by Nature Synthesis.
02.2024, Four papers are accepted by CVPR'2024.
01.2024, One paper is accepted by IEEE TPAMI.
12.2023, One paper is accepted by ACM TOMM.
12.2023, Five papers are accepted by AAAI'2024.
12.2023, Invited to serve as the Area Chair of ICPR'2024.
11.2023, One paper is accepted by IEEE TIFS.
09.2023, One paper is accepted by ICIG'2023.
07.2023, One paper is accepted by ACM MM'2023.
06.2023, Invited to serve as the Area Chair of CVPR'2024.
03.2023, One paper is accepted by IEEE TCSVT.
01.2023, One paper is accepted by IEEE TCSVT.
12.2022, Invited to serve as the Session Chair of VCIP'2022.
12.2022, Invited to serve as the Area Chair of ICME'2023.
11.2022, One paper is accepted by AAAI'2023.
10.2022, Awarded National Young Scientists Funding Program.
09.2022, Invited to serve as the Area Chair of CVPR'2023.
08.2022, One paper is accepted by IEEE TPAMI.
07.2022, One paper is accepted by ECCV'2022.
04.2022, Invited to serve as the Area Chair of ICPR'2023.
03.2022, Joined Peking University.
Research Interests
Object Re-Identification
Fine-grained Recogniiton
Object Detection
AIGC
Zero/Few-shot Learning
Incremental Learning
Prompt Learning
Online Learning
Noisy Learning
Visual-Language
2D to 3D
Visible to Thermal
Sketch to Photo
Publications
(CVPR'25)-Zichen Liu, Kunlun Xu, Bing Su, Xu Zou, Yuxin Peng, and Jiahuan Zhou*, "STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] PL(CVPR'25)-Chenyu Zhang, Kunlun Xu, Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] OL PL(CVPR'25)-Mingfu Liang, Jiahuan Zhou*, Xu Zou, and Ying Wu, "Incremental Object Keypoint Learning", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] IL(CVPR'25)-Zhenyu Cui, Jiahuan Zhou, and Yuxin Peng, "DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] IL OR(ICLR'25)-Yanjie Wang, Liqun Chen, Tianming Zhao, Tao Zhang, Guodong Wang, Luxin Yan, Sheng Zhong, Jiahuan Zhou*, and Xu Zou*, "High-dimension Prototype is a Better Incremental Object Detection Learner", in the 13th International Conference on Learning Representations, Singapore, Apr.24 - Apr.28, 2025
[pdf] [code] [bib] IL OD(TIFS'25)-Xinyue Zhang, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "Hunt Camouflaged Objects via Revealing Mutation Regions", in IEEE Transactions on Information Forensics and Security, 2025
[pdf] [code] [bib] OD(AAAI'25)-Kunlun Xu, Chenghao Jiang, Peixi Xiong, Yuxin Peng, and Jiahuan Zhou*, "DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] OR IL(AAAI'25)-Yifeng Yao, Zichen Liu, Zhenyu Cui, Yuxin Peng, and Jiahuan Zhou*, "Selective Visual Prompting in Vision Mamba", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] PL(AAAI'25)-Qiwei Li, and Jiahuan Zhou*, "CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] IL PL(AAAI'25)-Yiyuan Liang, Liqun Chen, Zhiying Yan, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "DriveEditor: 3D Information Guided Controllable Object Editing in Driving Scene", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] AIGC(Nat. Commun'24)-Ziyi Han, Shengqiang Wu, Chun Huang, Fengyuan Xuan, Xiaocang Han, Yinfeng Long, Qing Zhang, Junxian Li, Yuan Meng, Lin Wang, Jiahuan Zhou, Wenping Hu, Jingsi Qiao, Dechao Geng, and Xiaoxu Zhao, "Atomically engineering interlayer symmetry operations of two-dimensional crystals", in Nature Communications, 2024, vol. 15, no. 1, pp. 10835, Doi: 10.1038/s41467-024-55130-z
[pdf] [bib](ACM MM'24)-Qiwei Li, Yuxin Peng, and Jiahuan Zhou*, "Progressive Prototype Evolving for Dual-Forgetting Mitigation in Non-Exemplar Online Continual Learning", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] IL OL(ACM MM'24)-Kunlun Xu, Haozhuo Zhang, Yu Li, Yuxin Peng, and Jiahuan Zhou*, "Mitigate Catastrophic Remembering via Continual Knowledge Purification for Noisy Lifelong Person Re-Identification", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] OR IL NL(ACM MM'24)-Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "InsVP: Efficient Instance Visual Prompting from Image Itself", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] PL(ACM MM'24)-Qiwen Zhu, Yanjie Wang, Shilv Cai, Liqun Chen, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization Problem", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] AIGC(IJCV'24)-Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "Compositional Prompting for Anti-Forgetting in Domain Incremental Learning", in International Journal of Computer Vision, 2024, pp. 1-18, Doi: 10.1007/s11263-024-02134-3
[pdf] [code] [bib] IL PL(IJCV'24)-Qiwei Li, Kunlun Xu, Yuxin Peng, and Jiahuan Zhou*, "Exemplar-Free Lifelong Person Re-Identification via Prompt-guided Adaptive Knowledge Consolidation", in International Journal of Computer Vision, 2024, pp. 1-16, Doi: 10.1007/s11263-024-02110-x
[pdf] [code] [bib] OR IL PL(IJCAI'24)-Hongbo Sun, Jiahuan Zhou, Xiangteng He, Jinglin Xu, and Yuxin Peng, "FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning", in 2024 International Joint Conference on Artificial Intelligence, Jeju, South Korea, 2024
[pdf] [code] [bib] FR Z/F L IL PL(Nat. Synth'24)-Xiaocang Han, Mengmeng Niu, Yan Luo, Runlai Li, Jiadong Dan, Yanhui Hong, Xu Wu, Alex V. Trukhanov, Wei Ji, Yeliang Wang, Jiahuan Zhou, Jingsi Qiao, Jin Zhang, and Xiaoxu Zhao, "Atomically engineering metal vacancies in monolayer transition metal dichalcogenides" in Nature Synthesis, 2024, Doi: 10.1038/s44160-024-00501-z
[pdf] [bib] OR(CVPR'24)-Kunlun Xu, Xu Zou, Yuxin Peng, and Jiahuan Zhou*, "Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 16604-16613
[pdf] [code] [bib] OR IL(CVPR'24)-Qiwei Li, Yuxin Peng, and Jiahuan Zhou*, "FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 28495-28504
[pdf] [code] [bib] IL(CVPR'24)-Yanjie Wang, Xu Zou, Luxin Yan, Sheng Zhong, and Jiahuan Zhou, "SNIDA: Unlocking Few-Shot object Detection with Non-linear Semantic Decoupling Augmentation", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 12544-12553
[pdf] [bib] OD Z/F L(CVPR'24)-Zhenyu Cui, Jiahuan Zhou, Xun Wang, Manyu Zhu, and Yuxin Peng, "Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 16614-16623
[pdf] [code] [bib] OR IL(TPAMI'24)-Shilv Cai, Liqun Chen, Zhijun Zhang, Xiangyun Zhao, and Jiahuan Zhou, Yuxin Peng, Luxin Yan, Sheng Zhong, and Xu Zou, "I2C: Invertible Continuous Codec for High-Fidelity Variable-Rate Image Compression", in IEEE Transactions on Pattern Analysis & Machine Intelligence, 2024, vol. 46, no. 6, pp. 4262-4279, Doi: 10.1109/TPAMI.2024.3356557
[pdf] [code] [bib] AIGC(TOMM'24)-Yanzhe Chen, Jiahuan Zhou, and Yuxin Peng, "SPIRIT: Style-guided Patch Interaction for Fashion Image Retrieval with Text Feedback", in ACM Transactions on Multimedia Computing, Communications, and Applications, 2024, pp. 1-17, Doi: 10.1145/3640345
[pdf] [code] [bib] V&L(AAAI'24)-Kunlun Xu, Xu Zou, and Jiahuan Zhou*, "LSTKC: Long Short-Term Knowledge Consolidation for Lifelong Person Re-Identification", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, vol. 38, no. 14, pp. 16202-16210, Doi: 10.1609/aaai.v38i14.29554
[pdf] [code] [bib] OR IL(AAAI'24)-Zichen Liu, Hongbo Sun, Yuxin Peng, and Jiahuan Zhou*, "DART: Dual-Modal Adaptive Online Prompting and Knowledge Retention for Test-Time Adaptation", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 14, pp. 16202-16210, Doi: 10.1609/aaai.v38i14.29554
[pdf] [code] [bib] PL OL(AAAI'24)-Zhenyu Cui, Yuxin Peng, Xun Wang, Manyu Zhu, and Jiahuan Zhou, "Continual Vision-Language Retrieval via Dynamic Knowledge Rectification", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 10, pp. 11704-11712, Doi: 10.1609/aaai.v38i10.29054
[pdf] [bib] IL V&L(AAAI'24)-Yanzhe Chen, Huasong Zhong, Xiangteng He, Yuxin Peng, Jiahuan Zhou, and Lele Cheng, "FashionERN: Enhance-and-Refine Network for Composed Fashion Image Retrieval", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 2, pp. 1228-1236, Doi:10.1609/aaai.v38i2.27885
[pdf] [bib](AAAI'24)-Shilv Cai, Liqun Chen, Sheng Zhong, Luxin Yan, Jiahuan Zhou, and Xu Zou, "Make Lossy Compression Meaningful for Low-light Images", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 8, pp. 8236-8245, Doi: 10.1609/aaai.v38i8.28664
[pdf] [code] [bib](TIFS'24)-Zhenyu Cui, Jiahuan Zhou, and Yuxin Peng, "DMA: Dual Modality-Aware Alignment for Visible-Infrared Person Re-Identification", in IEEE Transactions on Information Forensics and Security, 2024, Vol. 19, pp. 2696-2708, doi: 10.1109/TIFS.2024.3352408
[pdf] [code] [bib] OR V2T(计算机科学'24)-崔振宇, 周嘉欢, 彭宇新, "跨模态目标重识别研究综述", 计算机科学 (创刊50周年特别专题综述论文), 2024, Vol. 51, No.1, pp. 13-25.
[pdf] [bib] OR V2T(ACM MM'23)-Hongbo Sun, Xiangteng He, Jiahuan Zhou, and Yuxin Peng, "Fine-Grained Visual Prompt Learning of Vision-Language Models for Image Recognition", in 31st ACM Multimedia Conference, Ottawa, Canada, Oct.29 - Nov.3, 2023, pp. 5828-5836, Doi: 10.1145/3581783.3612403
[pdf] [bib] FR PL V&L(ICIG'23)-Kunlun Xu, Yuxin Peng, and Jiahuan Zhou*, "Uncover the Body: Occluded Person Re-identification via Masked Image Modeling", in 12rd International Conference on Image and Graphics, Nanjing, China, Sep.22 - 24, 2023, pp. 241-253, Doi: 10.1007/978-3-031-46305-1_20
[pdf] [bib] OR(TCSVT'23)-Zeqi Chen, Zhichao Cui, Chi Zhang, Jiahuan Zhou, and Yuehu Liu, "Dual Clustering Co-teaching with Consistent Sample Mining for Unsupervised Person Re-Identification", in IEEE Transactions on Circuits and Systems for Video Technology, 2023, vol. 33, no. 10, pp. 5908-5920, Doi: 10.1109/TCSVT.2023.3261898
[pdf] [bib] OR(TCSVT'23)-Zhenyu Cui, Jiahuan Zhou, Yuxin Peng, Shiliang Zhang, and Yaowei Wang, "DCR-ReID: Deep Component Reconstruction for Cloth-Changing Person Re-Identification", in IEEE Transactions on Circuits and Systems for Video Technology, 2023, vol. 33, no. 8, pp. 4415-4428, Doi: 10.1109/TCSVT.2023.3241988
[pdf] [code] [bib] OR(AAAI'23)-MengShun Hu, Kui Jiang, Zhixiang Nie, Jiahuan Zhou, and Zheng Wang, "Store and Fetch Immediately: Everything Is All You Need for Space-Time Video Super-Resolution", in Thirty-Seventh AAAI Conference on Artificial Intelligence, Washington, DC, USA, Feb. 2023, pp. 863-871, Doi: 10.1609/aaai.v37i1.25165
[pdf] [bib] AIGC(TPAMI'23)-Jiahuan Zhou, Bing Su, and Ying Wu, "Discriminative Self-Paced Group-Metric Adaptation for Online Visual Identification", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 45, no. 04, pp. 4368-4383, 2023. Doi: 10.1109/TPAMI.2022.3200036
[pdf] [bib] OL(ECCV'22)-Mingfu Liang, Jiahuan Zhou*, Wei Wei, and Ying Wu, "Balancing between Forgetting and Acquisition in Incremental Subpopulation Learning", in Proc. European Conf. on Computer Vision, Tel-Aviv, Israel, Oct. 2022, pp. 364-380. Doi: 10.1007/978-3-031-19809-0_21
[pdf] [bib] IL(TPAMI'22)-Bing Su, Jiahuan Zhou*, Jirong Wen, and Ying Wu, "Linear and Deep Order-Preserving Wasserstein Discriminant Analysis", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 44, no. 06, pp. 3123-3138, 2022. Doi: 10.1109/TPAMI.2021.3050750
[pdf] [bib](CVPR’20)-Jiahuan Zhou, Bing Su, and Ying Wu, "Online Joint Multi-Metric Adaptation From Frequent Sharing-Subset Mining for Person Re-Identification", in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Seattle, WA, USA, 2020, pp. 2906-2915. Doi: 10.1109/CVPR42600.2020.00298
[pdf] [bib] OR OL(CVPR’20, Oral)-Yansong Tang#, Zanlin Ni#, Jiahuan Zhou, Danyang Zhang, Jiwen Lu, Ying Wu, and Jie Zhou, "Uncertainty-aware Score Distribution Learning for Action Quality Assessment", in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA, 2020, pp. 9836-9845. Doi: 10.1109/CVPR42600.2020.00986
[pdf] [bib](TPAMI’20)-Jiahuan Zhou, and Ying Wu, "Learning Visual Instance Retrieval from Failure: Efficient Online Local Metric Adaptation from Negative Samples", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 42, no. 11, pp. 2858-2873, 2020. Doi: 10.1109/TPAMI.2019.2918208
[pdf] [bib] OL(ICCV'19)-Bing Su, Jiahuan Zhou, and Ying Wu, "Order-preserving Wasserstein Discriminant Analysis", in 2019 IEEE/CVF International Conference on Computer Vision, Seoul, Korea (South), 2019, pp. 9884-9893. Doi: 10.1109/ICCV.2019.00998
[pdf] [bib](ICCV'19)-Xu Zou, Sheng Zhong, Luxin Yan, Xiangyun Zhao, Jiahuan Zhou*, and Ying Wu, "Learning Robust Facial Landmark Detection via Hierarchical Structured Ensemble", in 2019 IEEE/CVF International Conference on Computer Vision, Seoul, Korea (South), 2019, pp. 141-150. Doi: 10.1109/ICCV.2019.00023
[pdf] [bib] OD(ICIP'18)-Xinzhao Li, Yuehu Liu, Zeqi Chen, Jiahuan Zhou, and Ying Wu, "Fused Discriminative Metric Learning for Low Resolution Pedestrian Detection", in Proceedings of IEEE International Conference on Image Processing, Athens, Greece, Oct. 2018.
[pdf] [bib] OD(CVPR'18)-Jiahuan Zhou, Bing Su, and Ying Wu, "Easy Identification from Better Constraints: Multi-Shot Person Re-Identification from Reference Constraints", in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Salt Lake City, UT, USA, 2018, pp. 5373-5381. Doi: 10.1109/CVPR.2018.00563
[pdf] [bib] OR(ICCV'17)-Jiahuan Zhou, Pei Yu, Tang Wei, and Ying Wu, "Efficient Online Local Metric Adaptation via Negative Samples for Person Re-Identification", in 2017 IEEE International Conference on Computer Vision, Venice, Italy, 2017, pp. 2439-2447. Doi: 10.1109/ICCV.2017.265
[pdf] [bib] OR OL(ICCV'17)-Wei Tang, Pei Yu, Jiahuan Zhou, and Ying Wu, "Towards a Unified Compositional Model for Visual Pattern Modeling", in 2017 IEEE International Conference on Computer Vision, Venice, Italy, 2017, pp. 2803-2812. Doi: 10.1109/ICCV.2017.303
[pdf] [bib](TIP'17)-Bing Su, Jiahuan Zhou, Xiaoqing Ding, and Ying Wu, "Unsupervised Hierarchical Dynamic Parsing and Encoding for Action Recognition", in IEEE Transactions on Image Processing, 26.12: 5784-5799, Doi: 10.1109/TIP.2017.2745212
[pdf] [bib](ECCV'16)-Bing Su, Jiahuan Zhou, Xiaoqing Ding, Hao Wang, and Ying Wu, "Hierarchical Dynamic Parsing and Encoding for Action Recognition", in Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part IV 14, pp. 202-217, Doi: 10.1007/978-3-319-46493-0_13
[pdf] [bib](CVPR'16)-Pei Yu, Jiahuan Zhou, and Ying Wu, "Learning Reconstruction-based Remote Gaze Estimation", in 2016 IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, USA, 2016, pp. 3447-3455. Doi: 10.1109/CVPR.2016.375
[pdf] [bib](ICIP'16, Oral)-Jiahuan Zhou*, and Ying Wu, "Finding the Right Exemplars for Reconstructing Single Image Super-Resolution", in 2016 IEEE International Conference on Image Processing, Phoenix, 2016, pp. 1414-1418
[pdf] [bib] AIGC(ICPR'12, Oral)-Han Hu, Jiahuan Zhou, Jianjiang Feng, and Jie Zhou, "Multi-way constrained spectral clustering by nonnegative restriction", in 2012 21st International Conference on Pattern Recognition, Tsukuba, 2012, pp. 1550-1553
[pdf] [bib]
(CVPR'25)-Zichen Liu, Kunlun Xu, Bing Su, Xu Zou, Yuxin Peng, and Jiahuan Zhou*, "STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] PL(CVPR'25)-Chenyu Zhang, Kunlun Xu, Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] OL PL(CVPR'25)-Mingfu Liang, Jiahuan Zhou*, Xu Zou, and Ying Wu, "Incremental Object Keypoint Learning", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] IL(CVPR'25)-Zhenyu Cui, Jiahuan Zhou, and Yuxin Peng, "DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification", in 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Nashville TN, Jun.11 - Jun.15, 2025
[pdf] [code] [bib] IL OR(ICLR'25)-Yanjie Wang, Liqun Chen, Tianming Zhao, Tao Zhang, Guodong Wang, Luxin Yan, Sheng Zhong, Jiahuan Zhou*, and Xu Zou*, "High-dimension Prototype is a Better Incremental Object Detection Learner", in the 13th International Conference on Learning Representations, Singapore, Apr.24 - Apr.28, 2025
[pdf] [code] [bib] IL OD(TIFS'25)-Xinyue Zhang, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "Hunt Camouflaged Objects via Revealing Mutation Regions", in IEEE Transactions on Information Forensics and Security, 2025
[pdf] [code] [bib] OD(AAAI'25)-Kunlun Xu, Chenghao Jiang, Peixi Xiong, Yuxin Peng, and Jiahuan Zhou*, "DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] OR IL(AAAI'25)-Yifeng Yao, Zichen Liu, Zhenyu Cui, Yuxin Peng, and Jiahuan Zhou*, "Selective Visual Prompting in Vision Mamba", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] PL(AAAI'25)-Qiwei Li, and Jiahuan Zhou*, "CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] IL PL(AAAI'25)-Yiyuan Liang, Liqun Chen, Zhiying Yan, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "DriveEditor: 3D Information Guided Controllable Object Editing in Driving Scene", in 39th Annual AAAI Conference on Artificial Intelligence, Philadelphia, Pennsylvania, USA, Feb.25 - Mar.4, 2025
[pdf] [code] [bib] AIGC
(Nat. Commun'24)-Ziyi Han, Shengqiang Wu, Chun Huang, Fengyuan Xuan, Xiaocang Han, Yinfeng Long, Qing Zhang, Junxian Li, Yuan Meng, Lin Wang, Jiahuan Zhou, Wenping Hu, Jingsi Qiao, Dechao Geng, and Xiaoxu Zhao, "Atomically engineering interlayer symmetry operations of two-dimensional crystals", in Nature Communications, 2024, vol. 15, no. 1, pp. 10835, Doi: 10.1038/s41467-024-55130-z
[pdf] [bib](ACM MM'24)-Qiwei Li, Yuxin Peng, and Jiahuan Zhou*, "Progressive Prototype Evolving for Dual-Forgetting Mitigation in Non-Exemplar Online Continual Learning", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] IL OL(ACM MM'24)-Kunlun Xu, Haozhuo Zhang, Yu Li, Yuxin Peng, and Jiahuan Zhou*, "Mitigate Catastrophic Remembering via Continual Knowledge Purification for Noisy Lifelong Person Re-Identification", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] OR IL NL(ACM MM'24)-Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "InsVP: Efficient Instance Visual Prompting from Image Itself", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] PL(ACM MM'24)-Qiwen Zhu, Yanjie Wang, Shilv Cai, Liqun Chen, Jiahuan Zhou, Luxin Yan, Sheng Zhong, and Xu Zou, "Perceptual-Distortion Balanced Image Super-Resolution is a Multi-Objective Optimization Problem", in 32nd ACM Multimedia Conference, Melbourne, Australia, 2024
[pdf] [code] [bib] AIGC(IJCV'24)-Zichen Liu, Yuxin Peng, and Jiahuan Zhou*, "Compositional Prompting for Anti-Forgetting in Domain Incremental Learning", in International Journal of Computer Vision, 2024, pp. 1-18, Doi: 10.1007/s11263-024-02134-3
[pdf] [code] [bib] IL PL(IJCV'24)-Qiwei Li, Kunlun Xu, Yuxin Peng, and Jiahuan Zhou*, "Exemplar-Free Lifelong Person Re-Identification via Prompt-guided Adaptive Knowledge Consolidation", in International Journal of Computer Vision, 2024, pp. 1-16, Doi: 10.1007/s11263-024-02110-x
[pdf] [code] [bib] OR IL PL(IJCAI'24)-Hongbo Sun, Jiahuan Zhou, Xiangteng He, Jinglin Xu, and Yuxin Peng, "FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning", in 2024 International Joint Conference on Artificial Intelligence, Jeju, South Korea, 2024
[pdf] [code] [bib] FR Z/F L IL PL(Nat. Synth'24)-Xiaocang Han, Mengmeng Niu, Yan Luo, Runlai Li, Jiadong Dan, Yanhui Hong, Xu Wu, Alex V. Trukhanov, Wei Ji, Yeliang Wang, Jiahuan Zhou, Jingsi Qiao, Jin Zhang, and Xiaoxu Zhao, "Atomically engineering metal vacancies in monolayer transition metal dichalcogenides" in Nature Synthesis, 2024, Doi: 10.1038/s44160-024-00501-z
[pdf] [bib] OR(CVPR'24)-Kunlun Xu, Xu Zou, Yuxin Peng, and Jiahuan Zhou*, "Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identification", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 16604-16613
[pdf] [code] [bib] OR IL(CVPR'24)-Qiwei Li, Yuxin Peng, and Jiahuan Zhou*, "FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 28495-28504
[pdf] [code] [bib] IL(CVPR'24)-Yanjie Wang, Xu Zou, Luxin Yan, Sheng Zhong, and Jiahuan Zhou, "SNIDA: Unlocking Few-Shot object Detection with Non-linear Semantic Decoupling Augmentation", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 12544-12553
[pdf] [bib] OD Z/F L(CVPR'24)-Zhenyu Cui, Jiahuan Zhou, Xun Wang, Manyu Zhu, and Yuxin Peng, "Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identification", in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle WA, USA, 2024, pp. 16614-16623
[pdf] [code] [bib] OR IL(TPAMI'24)-Shilv Cai, Liqun Chen, Zhijun Zhang, Xiangyun Zhao, and Jiahuan Zhou, Yuxin Peng, Luxin Yan, Sheng Zhong, and Xu Zou, "I2C: Invertible Continuous Codec for High-Fidelity Variable-Rate Image Compression", in IEEE Transactions on Pattern Analysis & Machine Intelligence, 2024, vol. 46, no. 6, pp. 4262-4279, Doi: 10.1109/TPAMI.2024.3356557
[pdf] [code] [bib] AIGC(TOMM'24)-Yanzhe Chen, Jiahuan Zhou, and Yuxin Peng, "SPIRIT: Style-guided Patch Interaction for Fashion Image Retrieval with Text Feedback", in ACM Transactions on Multimedia Computing, Communications, and Applications, 2024, pp. 1-17, Doi: 10.1145/3640345
[pdf] [code] [bib] V&L(AAAI'24)-Kunlun Xu, Xu Zou, and Jiahuan Zhou*, "LSTKC: Long Short-Term Knowledge Consolidation for Lifelong Person Re-Identification", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, vol. 38, no. 14, pp. 16202-16210, Doi: 10.1609/aaai.v38i14.29554
[pdf] [code] [bib] OR IL(AAAI'24)-Zichen Liu, Hongbo Sun, Yuxin Peng, and Jiahuan Zhou*, "DART: Dual-Modal Adaptive Online Prompting and Knowledge Retention for Test-Time Adaptation", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 14, pp. 16202-16210, Doi: 10.1609/aaai.v38i14.29554
[pdf] [code] [bib] PL OL(AAAI'24)-Zhenyu Cui, Yuxin Peng, Xun Wang, Manyu Zhu, and Jiahuan Zhou, "Continual Vision-Language Retrieval via Dynamic Knowledge Rectification", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 10, pp. 11704-11712, Doi: 10.1609/aaai.v38i10.29054
[pdf] [bib] IL V&L(AAAI'24)-Yanzhe Chen, Huasong Zhong, Xiangteng He, Yuxin Peng, Jiahuan Zhou, and Lele Cheng, "FashionERN: Enhance-and-Refine Network for Composed Fashion Image Retrieval", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 2, pp. 1228-1236, Doi:10.1609/aaai.v38i2.27885
[pdf] [bib](AAAI'24)-Shilv Cai, Liqun Chen, Sheng Zhong, Luxin Yan, Jiahuan Zhou, and Xu Zou, "Make Lossy Compression Meaningful for Low-light Images", in Thirty-Eighth AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024, Vol. 38, No. 8, pp. 8236-8245, Doi: 10.1609/aaai.v38i8.28664
[pdf] [code] [bib](TIFS'24)-Zhenyu Cui, Jiahuan Zhou, and Yuxin Peng, "DMA: Dual Modality-Aware Alignment for Visible-Infrared Person Re-Identification", in IEEE Transactions on Information Forensics and Security, 2024, Vol. 19, pp. 2696-2708, doi: 10.1109/TIFS.2024.3352408
[pdf] [code] [bib] OR V2T(计算机科学'24)-崔振宇, 周嘉欢, 彭宇新, "跨模态目标重识别研究综述", 计算机科学 (创刊50周年特别专题综述论文), 2024, Vol. 51, No.1, pp. 13-25.
[pdf] [bib] OR V2T
(ACM MM'23)-Hongbo Sun, Xiangteng He, Jiahuan Zhou, and Yuxin Peng, "Fine-Grained Visual Prompt Learning of Vision-Language Models for Image Recognition", in 31st ACM Multimedia Conference, Ottawa, Canada, Oct.29 - Nov.3, 2023, pp. 5828-5836, Doi: 10.1145/3581783.3612403
[pdf] [bib] FR PL V&L(ICIG'23)-Kunlun Xu, Yuxin Peng, and Jiahuan Zhou*, "Uncover the Body: Occluded Person Re-identification via Masked Image Modeling", in 12rd International Conference on Image and Graphics, Nanjing, China, Sep.22 - 24, 2023, pp. 241-253, Doi: 10.1007/978-3-031-46305-1_20
[pdf] [bib] OR(TCSVT'23)-Zeqi Chen, Zhichao Cui, Chi Zhang, Jiahuan Zhou, and Yuehu Liu, "Dual Clustering Co-teaching with Consistent Sample Mining for Unsupervised Person Re-Identification", in IEEE Transactions on Circuits and Systems for Video Technology, 2023, vol. 33, no. 10, pp. 5908-5920, Doi: 10.1109/TCSVT.2023.3261898
[pdf] [bib] OR(TCSVT'23)-Zhenyu Cui, Jiahuan Zhou, Yuxin Peng, Shiliang Zhang, and Yaowei Wang, "DCR-ReID: Deep Component Reconstruction for Cloth-Changing Person Re-Identification", in IEEE Transactions on Circuits and Systems for Video Technology, 2023, vol. 33, no. 8, pp. 4415-4428, Doi: 10.1109/TCSVT.2023.3241988
[pdf] [code] [bib] OR(AAAI'23)-MengShun Hu, Kui Jiang, Zhixiang Nie, Jiahuan Zhou, and Zheng Wang, "Store and Fetch Immediately: Everything Is All You Need for Space-Time Video Super-Resolution", in Thirty-Seventh AAAI Conference on Artificial Intelligence, Washington, DC, USA, Feb. 2023, pp. 863-871, Doi: 10.1609/aaai.v37i1.25165
[pdf] [bib] AIGC(TPAMI'23)-Jiahuan Zhou, Bing Su, and Ying Wu, "Discriminative Self-Paced Group-Metric Adaptation for Online Visual Identification", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 45, no. 04, pp. 4368-4383, 2023. Doi: 10.1109/TPAMI.2022.3200036
[pdf] [bib] OL
(ECCV'22)-Mingfu Liang, Jiahuan Zhou*, Wei Wei, and Ying Wu, "Balancing between Forgetting and Acquisition in Incremental Subpopulation Learning", in Proc. European Conf. on Computer Vision, Tel-Aviv, Israel, Oct. 2022, pp. 364-380. Doi: 10.1007/978-3-031-19809-0_21
[pdf] [bib] IL(TPAMI'22)-Bing Su, Jiahuan Zhou*, Jirong Wen, and Ying Wu, "Linear and Deep Order-Preserving Wasserstein Discriminant Analysis", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 44, no. 06, pp. 3123-3138, 2022. Doi: 10.1109/TPAMI.2021.3050750
[pdf] [bib](CVPR’20)-Jiahuan Zhou, Bing Su, and Ying Wu, "Online Joint Multi-Metric Adaptation From Frequent Sharing-Subset Mining for Person Re-Identification", in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Seattle, WA, USA, 2020, pp. 2906-2915. Doi: 10.1109/CVPR42600.2020.00298
[pdf] [bib] OR OL(CVPR’20, Oral)-Yansong Tang#, Zanlin Ni#, Jiahuan Zhou, Danyang Zhang, Jiwen Lu, Ying Wu, and Jie Zhou, "Uncertainty-aware Score Distribution Learning for Action Quality Assessment", in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Seattle, WA, USA, 2020, pp. 9836-9845. Doi: 10.1109/CVPR42600.2020.00986
[pdf] [bib](TPAMI’20)-Jiahuan Zhou, and Ying Wu, "Learning Visual Instance Retrieval from Failure: Efficient Online Local Metric Adaptation from Negative Samples", in IEEE Transactions on Pattern Analysis & Machine Intelligence, vol. 42, no. 11, pp. 2858-2873, 2020. Doi: 10.1109/TPAMI.2019.2918208
[pdf] [bib] OL(ICCV'19)-Bing Su, Jiahuan Zhou, and Ying Wu, "Order-preserving Wasserstein Discriminant Analysis", in 2019 IEEE/CVF International Conference on Computer Vision, Seoul, Korea (South), 2019, pp. 9884-9893. Doi: 10.1109/ICCV.2019.00998
[pdf] [bib](ICCV'19)-Xu Zou, Sheng Zhong, Luxin Yan, Xiangyun Zhao, Jiahuan Zhou*, and Ying Wu, "Learning Robust Facial Landmark Detection via Hierarchical Structured Ensemble", in 2019 IEEE/CVF International Conference on Computer Vision, Seoul, Korea (South), 2019, pp. 141-150. Doi: 10.1109/ICCV.2019.00023
[pdf] [bib] OD(ICIP'18)-Xinzhao Li, Yuehu Liu, Zeqi Chen, Jiahuan Zhou, and Ying Wu, "Fused Discriminative Metric Learning for Low Resolution Pedestrian Detection", in Proceedings of IEEE International Conference on Image Processing, Athens, Greece, Oct. 2018.
[pdf] [bib] OD(CVPR'18)-Jiahuan Zhou, Bing Su, and Ying Wu, "Easy Identification from Better Constraints: Multi-Shot Person Re-Identification from Reference Constraints", in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, Salt Lake City, UT, USA, 2018, pp. 5373-5381. Doi: 10.1109/CVPR.2018.00563
[pdf] [bib] OR(ICCV'17)-Jiahuan Zhou, Pei Yu, Tang Wei, and Ying Wu, "Efficient Online Local Metric Adaptation via Negative Samples for Person Re-Identification", in 2017 IEEE International Conference on Computer Vision, Venice, Italy, 2017, pp. 2439-2447. Doi: 10.1109/ICCV.2017.265
[pdf] [bib] OR OL(ICCV'17)-Wei Tang, Pei Yu, Jiahuan Zhou, and Ying Wu, "Towards a Unified Compositional Model for Visual Pattern Modeling", in 2017 IEEE International Conference on Computer Vision, Venice, Italy, 2017, pp. 2803-2812. Doi: 10.1109/ICCV.2017.303
[pdf] [bib](TIP'17)-Bing Su, Jiahuan Zhou, Xiaoqing Ding, and Ying Wu, "Unsupervised Hierarchical Dynamic Parsing and Encoding for Action Recognition", in IEEE Transactions on Image Processing, 26.12: 5784-5799, Doi: 10.1109/TIP.2017.2745212
[pdf] [bib](ECCV'16)-Bing Su, Jiahuan Zhou, Xiaoqing Ding, Hao Wang, and Ying Wu, "Hierarchical Dynamic Parsing and Encoding for Action Recognition", in Computer Vision–ECCV 2016: 14th European Conference, Amsterdam, The Netherlands, October 11–14, 2016, Proceedings, Part IV 14, pp. 202-217, Doi: 10.1007/978-3-319-46493-0_13
[pdf] [bib](CVPR'16)-Pei Yu, Jiahuan Zhou, and Ying Wu, "Learning Reconstruction-based Remote Gaze Estimation", in 2016 IEEE Conference on Computer Vision and Pattern Recognition, Las Vegas, NV, USA, 2016, pp. 3447-3455. Doi: 10.1109/CVPR.2016.375
[pdf] [bib](ICIP'16, Oral)-Jiahuan Zhou*, and Ying Wu, "Finding the Right Exemplars for Reconstructing Single Image Super-Resolution", in 2016 IEEE International Conference on Image Processing, Phoenix, 2016, pp. 1414-1418
[pdf] [bib] AIGC(ICPR'12, Oral)-Han Hu, Jiahuan Zhou, Jianjiang Feng, and Jie Zhou, "Multi-way constrained spectral clustering by nonnegative restriction", in 2012 21st International Conference on Pattern Recognition, Tsukuba, 2012, pp. 1550-1553
[pdf] [bib]
Note: * indicates the corresponding author; # indicates equal contribution.
Academic Service
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2023-present |
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2020-2024 |
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2025 |
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2024,2025 |
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2023,2024,2025 |
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2022,2023,2024 |
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2020,2021,2023 |
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2015-present |
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2016-present |
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2017-present |
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2018-present |
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2019-present |
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2019-present |
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2019-present |
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2020-present |
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2022-present |