I work at Zhejiang Lab as an Associate Researcher now in Hangzhou, leading a fundamental computer vision/machine learning research group. I completed my Ph.D. in the Department of Computer Science and Technology from Zhejiang University, co-supervised by Prof. Yueting Zhuang (庄越挺) and Prof. Donghui Wang (王东辉). Before that, I obtained my B.E. degree in the Department of Computer Science and Technology from Qingdao University. I am now working on zero/few-shot learning, open-world learning, long-tailed recognition, object/instance detection and segmentation etc. If you are seeking any form of academic cooperation, please feel free to email me at liyn@zhejianglab.com or ynli.zju@gmail.com.
🔥 News
- 2024.02: 🎉 One paper is accepted by CVPR 2024.
- 2023.10: 🎉 One paper is accepted by EMNLP 2023.
- 2023.10: 🎉 One paper is accepted by NeurIPS Datasets and Benchmarks Track 2023.
- 2023.06: 🎉 Our “3rd Workshop of Visual Perception and Learning in an Open World” will be held in conjunction with CVPR’23 on June 18, 2023!
- 2022.10: 🎉 One paper is accepted by NeurIPS 2022.
- 2021.01: 🎉 One paper is accepted by AAAI 2021.
- 2020.04: 🎉 One paper is accepted by IJCAI 2020.
📝 Publications
Prompting Scientific Names for Zero-Shot Species Recognition
Shubham Parashar, Zhiqiu Lin, Yanan Li*, Shu Kong*
Alleviating the Sample Selection Bias in Few-Shot Learning by Removing Projection to the Centroid
Jing Xu, Xu Luo, Xinglin Pan, Yanan Li, Wenjie Pei, Zenglin Xu
Inference Fusion with Associative Semantics for Unseen Object Detection
Yanan Li, Pengyang Li, Han Cui, Donghui Wang
Dress Like an Internet Celebrity: Fashion Retrieval in Videos
Hongrui Zhao, Jin Yu, Yanan Li, Donghui Wang*, Jie Liu, Hongxia Yang, Fei Wu
Context-guided super-class inference for zero-shot detection
Yanan Li, Yilan Shao, Donghui Wang*
Joint Learning of Attended Zero-Shot Features and Visual-Semantic Mapping
Yanan Li, Donghui Wang*
Zero-shot Recognition Using Dual Visual-Semantic Mapping Paths
Yanan Li, Donghui Wang*, Huanhang Hu, Yuetan Lin, Yueting Zhuang
Relational Knowledge Transfer for Zero-shot Learning
Donghui Wang*, Yanan Li, Yuetan Lin, Yueting Zhuang
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Long-Tailed 3D Detection via 2D Late Fusion, Yechi Ma, Neehar Peri, Shuoquan Wei, Wei Hua, Deva Ramanan, Yanan Li, Shu Kong. arXiv. 2023.
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Trajectory-aware Principal Manifold Framework for Data Augmentation and Image Generation, Elvis Han Cui, Bingbin Li, Yanan Li, Weng Kee Wong, Donghui Wang. arXiv. 2023.
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Q-net: Query-informed few-shot medical image segmentation, Qianqian Shen, Yanan Li*, Jiyong Jin, Bin Liu*. Intellisys. 2022.
- Dual path structural contrastive embeddings for learning novel objects, Bingbin Li, Elvis Han Cui, Yanan Li, Donghui Wang, Weng Kee Wong. arXiv. 2021.
- Class-incremental few-shot object detection, Pengyang Li, Yanan Li, Han Cui, Donghui Wang. arXiv. 2021.
- Dual Path Multi-Modal High-Order Features for Textual Content based Visual Question Answering, Yanan Li, Yuetan Lin, Honghui Zhao, Donghui Wang. ICPR. 2020.
- Zero-shot detection with transferable object proposal mechanism, Yilan Shao, Yanan Li*, Donghui Wang*. ICIP. 2019.
- Learning Visually Aligned Semantic Graph for Cross-Modal Manifold Matching, Yanan Li, Huanhang Hu, Donghui Wang. ICIP. 2019.
- Generating Manifold-Aligned Semantic Feature for Zero-shot Learning, Jidong Wang, Yanan Li, Zhangyang Pang, Donghui Wang. ICIP. 2018.
- Zero-shot Learning with Generative Latent Prototype Model, Yanan Li, Donghui Wang. arXiv. 2017.
- Learning Robust Features with Incremental Auto-encoders, Yanan Li, Donghui Wang. arXiv. 2017.
- Simple and Effective Visual Question Answering in a Single Modality, Yuetan Lin, Zhangyang Pang, Yanan Li, Donghui Wang. ICIP. 2016.
🎖 Honors and Awards
- 2022 Annual Technology Award
- 2020 Annual Technology Award
- 2019 Annual Contribution Award (Team)
- 2013 Award of Honor for Graduate
- 2012 Second-class Award of Honor for Graduate
- 2010 National Scholarship (Undergraduate) (Top 1%)
📖 Services
Conference Reviewer:
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IEEE International Conference on Computer Vision (ICCV23)
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AAAI Conference on Artificial Intelligence (AAAI20-24)
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European Conference on Computer Vision (ECCV24)
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IEEE/CVF Winter Conference on Applications of Computer Vision (WACV23-24)
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IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP23-24)
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International Conference on Pattern Recognition (ICPR22-23)
Journal Reviewer:
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International Journal of Computer Vision (IJCV)
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Signal Processing Letters (SPL)
Grant Reviewer:
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National Natural Science Foundation of China
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Zhejiang Lab Open Fund
💬 Invited Talks
- Coming soon
💻 Grants
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2023.01 - 2025.12, National Natural Science Foundation of China (PI)
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2020.01 - 2022.12, Zhejiang Provincial Natural Science Foundation of China (PI)
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2020.01 - 2020.12, Zhejiang Lab’s Talent Fund for Young Professionals (PI)
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2019.12 - 2022.12, the National Key Research and Development Program of China (Core Team Member)