Basic Information

贺宇航

人工智能学院 助理教授

Contact Information

E-mail: hyh1379478 at 163.com

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Work Experience

贺宇航,人工智能学院助理教授。分别于2016、2022于获得学士、博士学位。研究领域为计算机视觉与机器学习,以第一或通讯作者身份在包括TIPAAAICVPRECCV等高水平国际期刊和会议上发表学术论文十余篇,提出的跨摄像头与密集场景下多目标追踪方法多次在国内外多目标追踪技术大赛中获得冠、亚军,已成为该领域的基准算法之一。多次受邀担任IEEE T-IPIEEE T-CSVTTMMJASPRICCVCVPRECCVAAAI 等高水平国际期刊和会议的审稿人。作为核心成员参与了国家“973”项目、科技创新2030-“新一代人工智能等国家重大科研项目。具有丰富的实践经验与科研成果转化经验,著有多项发明专利,带队获得VisDrone Challenge全球挑战赛冠军、英伟达AI CITY Challenge全球挑战赛亚军、全球人工智能技术创新大赛一等奖等荣誉。

 

主要研究方向:目标追踪、增量学习、视觉大模型

Research Fields

  1. Yuhang He, Zhiheng Ma, Xing Wei, Yihong Gong. Knowledge Synergy Learning for Multi-Modal Tracking. IEEE TCSVT 2024. (中科院一区TOP,IF:8.4)
  2. Songlin Dong, Yingjie Chen, Yuhang He*, Yuhan Jin, Alex C. Kot, Yihong Gong. Analogical Augmentation and Significance Analysis for Online Task-Free Continual Learning. TMM 2024. (中科院一区TOP, IF:8.4)
  3. Cong Wan, Yuhang He*, Xiang Song, Yihong Gong. Prompt-Agnostic Adversarial Perturbation for Customized Diffusion Models. NeuIPS 2024. (CCF A 会议)
  4. Xinyuan Gao, Songlin Dong, Yuhang He*, Qiang Wang, Yihong Gong. Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning. ECCV 2024. (CCF B 会议)
  5. Wang Qiang, Yuhang He*, Songlin Dong, Xinyuan Gao, Shaokun Wang, Yihong Gong. Non-Exemplar Domain Incremental Learning via Cross-Domain Concept Integration. ECCV 2024. (CCF B 会议)
  6. Yuhang He, Yingjie Chen, Yuhan Jin, Songlin Dong, Xing Wei, Yihong Gong. DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental learning. CVPR 2024. (CCF A 会议)
  7. Lin Peng, Yuhang He*, Shaokun Wang, Xiang Song, Songlin Dong, Xing Wei, Yihong Gong. Global self-sustaining and local inheritance for source-free unsupervised domain adaption. PR 2024.  (中科院一区TOP IF: 7.5)
  8. Xiang Song, Yuhang He*, Songlin Dong, Yihong Gong. Non-exemplar Domain Incremental Object Detection via Learning Domain Bias. AAAI 2024  (CCF A会议)
  9. Shaokun Wang, Weiwei Shi, Yuhang He*, Yifan Yu, Yihong Gong. Non-Exemplar Class-Incremental Learning via Adaptive Old Class Reconstruction. ACM MM 2023.   (CCF A会议)
  10. Songlin Dong, Haoyu Luo, Yuhang He*, Xing Wei, Jie Cheng, Yihong Gong. Knowledge Restore and Transfer for Multi-Label Class-Incremental Learning. ICCV 2023.    (CCF A会议)
  11. Xinyuan Gao, Yuhang He*, Songlin Dong, Jie Cheng, Xing Wei, Yihong Gong. DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning. CVPR 2023(CCF A会议)
  12. Yuhang He, Xing Wei, Xiaopeng Hong, Wei Ke, Yihong Gong. Identity-Quantity Harmonic Multi-Object Tracking. IEEE TIP 2022. (CCF A类期刊,中科院一区TOP,IF:10.86)
  13. Yuhang He, Zhiheng Ma, Xing Wei, Xiaopeng Hong, Wei Ke, Yihong Gong. Error-Aware Density Isomorphism Reconstruction for Unsupervised Cross-Domain Crowd Counting. In AAAI 2021.  (CCF A类会议)
  14. Yuhang He, Xing Wei, Xiaopeng Hong, Weiwei Shi, Yihong Gong. Multi-target multi-camera tracking by tracklet-to-target assignment. IEEE TIP 2020.  (CCF A类期刊,中科院一区TOP,IF:10.86)                                                                 
  15. Yuhang He, Jie Han, Wentao Yu, Xiaopeng Hong*, Xing Wei, Yihong Gong. City-scale multi-camera vehicle tracking by semantic attribute parsing and cross-camera tracklet matching. In CVPRW 2020 oral.     
  16. Yuhang He, Wentao Yu, Jie Han, Xing Wei, Xiaopeng Hong*, Yihong Gong. Know Your Surroundings: Panoramic Multi-Object Tracking by Multimodality Collaboration. In CVPRW 2021 oral