I am a Ph.D. candidate at the School of Computer and Communication Engineering, University of Science and Technology Beijing. I received my bachelorโ€™s degree in Internet of Things Engineering from the same university in 2021. My research is supervised by Prof. Huimin Ma. Currently, I am collaborating online with Associate Professor Weiran Huang on my research projects. My research interests mainly focus on few-shot learning in computer vision and fine-tuning multimodal pre-trained models.

๐Ÿ”ฅ News

๐Ÿ“ Publications

ICML 2024
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Unveiling the Dynamics of Information Interplay in Supervised Learning

Kun Song*, Zhiquan Tan*, Bochao Zou, Huimin Ma$\dagger$, Weiran Huang$\dagger$

Poster

NeurIPS 2023
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FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning

Kun Song, Huimin Ma$\dagger$, Bochao Zou, Huishuai Zhang, Weiran Huang$\dagger$

Projectย ย Codeย ย Posterย ย ็ŸฅไนŽ

ACCV 2022
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Gestalt-Guided Image Understanding for Few-Shot Learning

Kun Song, Yuchen Wu, Jiansheng Chen, Tianyu Hu, Huimin Ma$\dagger$

ย ย Codeย ย Poster

CVPR 2025
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ProAPO: Progressively Automatic Prompt Optimization for Visual Classification

Xiangyan Qu, Gaopeng Gou$\dagger$, Jiamin Zhuang, Jing Yu, Kun Song, Qihao Wang, Yili Li, Gang Xiong

ย ย Code

ACM MM 2024
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Restoring Real-World Degraded Events Improves Deblurring Quality

Yeqing Shen$\dagger$, Shang Li, Kun Song

ย ย Code

arXiv
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Exploring Information-Theoretic Metrics Associated with Neural Collapse in Supervised Training

Kun Song*, Zhiquan Tan*, Bochao Zou$\dagger$, Jiansheng Chen, Huimin Ma$\dagger$, Weiran Huang$\dagger$

arXiv
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Distribution Aligned Feature Clustering for Zero-Shot Sketch-Based Image Retrieval

Yuchen Wu, Kun Song, Fangzheng Zhao, Jiansheng Chen, Huimin Ma$\dagger$

ย ย Code

๐Ÿ“– Educations

๐ŸŽ– Honors and Awards

  • 2022.10 ACCV 2022 Student Travel Grants

๐Ÿ–จ๏ธ Services

  • Reviewer: ICLR 2025, NeurIPS 2024, ICASSP 2024, ICME 2024