I’m a Ph.D. student from College of Computer Science, Sichuan Univerisity, advised by Prof.Xi Peng.

My research interests mainly focus on Multi-modal Learning and Multi-view Learning, especially the applications in open scenarios, e.g., missing modality and noisy correspondence. I am focusing on video-language currently. For exceptional works and insights on noisy correspondence, I invite you to explore our repository Noisy Correspondence Summary.

I am currently seeking postdoctoral opportunities. If you have any advice or are interested in exploring academic collaborations, please feel free to contact me. I look forward to your insights and suggestions.

🔥 News

  • 2024.06:   We completed a comprehensive survey on deep clustering from the prior perspective.
  • 2024.04:   One paper was accepted by IEEE Transactions on Systems, Man and Cybernetics: Systems. Congrats to Yuxin!
  • 2024.01:   One paper was accepted by International Conference on Learning Representations (ICLR 2024) as oral.
  • 2023.12:   One paper was accepted by AAAI Conference on Artificial Intelligence (AAAI 2024). Congrats to Yiding.
  • 2023.07:   One paper was accepted by International Conference on Computer Vision (ICCV 2023).
  • 2022.10:   One paper was accepted at Findings of EMNLP 2022.
  • 2022.08:   One paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
  • 2021.03:   One paper was accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2021), Virtual-only Conference, Jun, 2021.

📝 Publications

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[ICLR’24] Multi-granularity Correspondence Learning from Long-term Noisy Videos
Yijie Lin, Jie Zhang, Zhenyu Huang, Jia Liu, Zujie Wen, Xi Peng

(Oral presentation, 1.2%) | 中文简介 | Slides | Poster | Project

PWC

PWC

  • Reveal multi-granularity noisy correspondence problem in long-term temporal modeling.

  • Propose an efficient and robust video-language pre-training method.

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[CVPR’21] COMPLETER: Incomplete Multi-view Clustering via Contrastive Prediction
Yijie Lin, Yuanbiao Gou, Zitao Liu, Boyun Li, Jiancheng Lv, Xi Peng

Video | 中文简介 | Code

[TPAMI’22] Dual Contrastive Prediction for Incomplete Multi-view Representation Learning
Yijie Lin, Yuanbiao Gou, Xiaotian Liu, Jinfeng Bai, Jiancheng Lv, Xi Peng

中文简介 | Code

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[ICCV’23] Graph Matching with Bi-level Noisy Correspondence
Yijie Lin, Mouxing Yang, Jun Yu, Peng Hu, Changqing Zhang, Xi Peng

Video | 中文简介 | Code

PWC

  • Reveal bi-level (node- and edge-level) noisy correspondence challenge.
  • This work is included by famous open-source graph matching project ThinkMatch GitHub stars

🎖 Honors and Awards

🙋 Service

  • Journal Reviewer: IEEE TKDE, IEEE TNNLS, IEEE TAI, and more.

  • Conference Reviewer: ICLR, NeurIPS, ICML, CVPR, ICCV, ECCV, AAAI, and more.