I am a Ph.D. candidate at the School of Computer and Communication Engineering, University of Science and Technology Beijing. I received my bachelorโs 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.
๐ฅ News
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2025.02: ย ๐๐ ProAPO: Progressively Automatic Prompt Optimization for Visual Classification has been accepted by CVPR 2025 !
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2024.07: ย ๐๐ Restoring Real-World Degraded Events Improves Deblurring Quality has been accepted by ACM MM 2024 !
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2024.05: ย ๐๐ Unveiling the Dynamics of Information Interplay in Supervised Learning has been accepted by ICML 2024 !
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2023.09: ย ๐๐ FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning has been accepted by NeurIPS 2023 !
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2022.09: ย ๐๐ Gestalt-Guided Image Understanding for Few-Shot Learning has been accepted by ACCV 2022 !
๐ Publications
Unveiling the Dynamics of Information Interplay in Supervised Learning
Kun Song*, Zhiquan Tan*, Bochao Zou, Huimin Ma$\dagger$, Weiran Huang$\dagger$
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$\dagger$
Gestalt-Guided Image Understanding for Few-Shot Learning
Kun Song, Yuchen Wu, Jiansheng Chen, Tianyu Hu, Huimin Ma$\dagger$
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
Restoring Real-World Degraded Events Improves Deblurring Quality
Yeqing Shen$\dagger$, Shang Li, Kun Song
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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$\dagger$
Distribution Aligned Feature Clustering for Zero-Shot Sketch-Based Image Retrieval
Yuchen Wu, Kun Song, Fangzheng Zhao, Jiansheng Chen, Huimin Ma$\dagger$
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๐ Educations
- 2023.02 - present, Visitor, Machine Intelligence Foundations and Applications (MIFA) Lab
- 2021.09 - present, Ph.D. candidate in Computer Science and Technology, University of Science and Technology Beijing
- 2017.09 - 2021.06, B.E. in Internet of Things, University of Science and Technology Beijing.
๐ Honors and Awards
- 2022.10 ACCV 2022 Student Travel Grants
๐จ๏ธ Services
- Reviewer: ICLR 2025, NeurIPS 2024, ICASSP 2024, ICME 2024