☕️ About Me
I am a second-year master student at Institute of Data and Information, Tsinghua University, under the supervision of Prof. Xiu Li. Previously, I obtained my B.Eng in Software Engineering at School of Computer and Information Science & School of Software Engineering, Southwest University in 2024. Currently, I am conducting research on Medical AI and Multimodal Large Language Models at the Alibaba DAMO Academy as a research intern.
My research interests include Real World Oriented Computer Vision, Medical AI and Efficient MLLM.
I am currently seeking PhD positions for Fall 2027 and open to all forms of collaboration. Please feel free to contact me directly via email.
🔥 News
- 2025.06: One paper accepted to TPAMI(IF=20.8). Congrats to Chunming!
- 2025.05: One paper accepted to ICML 2025. Congrats to Chunming!
- 2025.02: One paper accepted to IEEE TPAMI(IF=20.8). Congrats to Chunming and Yuqi!
- 2025.02: One paper has been selected as a Spotlight Paper to the ICLR 2025.
- 2025.01: Two papers accepted to ICLR 2025. One paper accepted to ICRA 2025. Congrats to Chunming, Chenyang and Yuelin!
- 2024.12: One paper accepted to CAAI AIR. Congrats to Fengyang and Sujie, this research was reported by EureAlert!
- 2024.09: One paper accepted to NeurIPS 2024 as a Spotlight Paper.
- 2024.06: I graduated from Southwest University and received the honor of “Southwest University Outstanding Student Representative”.
- 2024.02: One paper accepted to CVPR 2024, Congrats to Yuelin.
📝 Selected Publications
${*}$ Equal contribution, ${\dagger}$ Corresponding author
Recommendation
Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network
Chengyu Fang$^{*}$, Chunming He$^{*}$$^{\dagger}$, Fengyang Xiao, Yulun Zhang$^{\dagger}$, Longxiang Tang, Yuelin Zhang, Kai Li, and Xiu Li$^{\dagger}$
- The cooperative unfolding network (CORUN) and the first plug-in-play iterative mean-teacher framework (Colabator) for real-world image dehazing.
Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
Chunming He$^{*}$, Chengyu Fang$^{*}$$^{\dagger}$, Yulun Zhang$^{\dagger}$, Kai Li, Longxiang Tang, Chengyu You, Fengyang Xiao, Zhenhua Guo, Xiu Li$^{\dagger}$ and Sina Farsiu
- The first latent diffusion model-based methods with strong generalizability in illumination degradation image restoration problems and promising performance in downstream tasks.
MultiCOS: Unlocking the Potential of Limited Multimodal Data in Camouflaged Object Segmentation
Chengyu Fang$^{*}$, Chunming He$^{*}$, Yuqi Shen, Chenyang Zhu, Yuelin Zhang, Fengyang Xiao, Longxiang Tang, Chubin Chen, Xiu Li$^{\dagger}$
- A novel framework that effectively leverages diverse data modalities to improve segmentation performance.
Diffusion Models in Low-Level Vision: A Survey
Chunming He$^{*}$$^{\dagger}$, Yuqi Shen$^{*}$, Chengyu Fang$^{*}$, Fengyang Xiao, Longxiang Tang, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li$^{\dagger}$
- A curated list of awesome Diffusion Models(DMs) in low-level vision.
M3Ret: Unleashing Zero-shot Multimodal Medical Image Retrieval via Self-Supervision
Che Liu$^{*}$, Zheng Jiang$^{*}$, Chengyu Fang$^{*}$, Heng Guo, Yan-Jie Zhou, Jiaqi Qu, Le Lu, Minfeng Xu$^{\dagger}$
- A unified visual encoder without any modality-specific customization for various medical visual modalities in 2D and 3D.
More Selected Papers
- Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement , arXiv 2025 [PDF] Yuqi Shen$^{*}$, Fengyang Xiao$^{*}$, Sujie Hu, Youwei Pang, Yifan Pu, Chengyu Fang, Xiu Li, Chunming He
- Segment Concealed Objects with Incomplete Supervision, TPAMI 2025 [PDF] Chunming He$^{*}$, Kai Li$^{*}$, Yachao Zhang, Ziyun Yang, Youwei Pang, Longxiang Tang, Chengyu Fang, Yulun Zhang, Linghe Kong, Xiu Li, Sina Farsiu$^{\dagger}$
- UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration, arXiv 2025 [PDF] Chunming He$^{*}$, Rihan Zhang$^{*}$, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Sina Farsiu$^{\dagger}$
- RUN: Reversible Unfolding Network for Concealed Object Segmentation, ICML 2025 [PDF] Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu$^{\dagger}$
- Instantswap: Fast customized concept swapping across sharp shape differences, ICLR 2025 [PDF] [Code] Chenyang Zhu$^{*}$, Kai Li$^{*}$$^{\dagger}$, Yue Ma$^{*}$, Longxiang Tang, Chengyu Fang, Chubin Chen, Qifeng Chen, Xiu Li$^{\dagger}$
- A Survey of Camouflaged Object Detection and Beyond, CAAI AIR 2024 [PDF] [Awesome List] Fengyang Xiao$^{*}$, Sujie Hu$^{*}$, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He$^{\dagger}$, Longxiang Tang, Ziyun Yang, Xiu Li$^{\dagger}$
- A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning, CVPR 2024 [PDF] [Code] Yuelin Zhang, Pengyu Zheng, Wanquan Yan, Chengyu Fang, Shing Shin Cheng$^{\dagger}$
You can find more paper in my Google Scholar.
🎖 Honors and Awards
- 2024.06 Chongqing Outstanding Graduates
- 2024.04 Chongqing Merit Student
- 2023.12 Southwest University Outstanding Student Representative (15/University Students)
- 2023.04 Chongqing Advanced Individual for Innovation Capability
📃 Scholarships
- 2023.12 National Scholarship
- 2022.12 National Scholarship
- 2023.12 Xiaomi Corporation Special Scholarship (7/University Students)
- 2023.12 Southwest University Special Scholarship (15/University Students)
- 2022.07 Professor Qiu Yuhui Scholarship (5/Department Students)
- 2022.07 Pisen Electronics Co. Ltd Scholarship (5/Department Students)
- 2021.10 Southwest University First Prize Scholarship
📖 Teaching
- 2023.09 - 2024.01 & 2024.09 - 2025.01, Teaching Assistant for Frontiers of AI technology and industrial applications, Tsinghua University.
💻 Internships
- 2025.04 - Present, Alibaba DAMO Academy, Hangzhou, China.
- 2023.07 - 2024.08, Prof. Xiu Li’s research group at Tsinghua University, Shenzhen, China.
🏁 Competition
- 2023.08 🏅1st Prize of “Texas Instruments Cup” 2023 National Undergraduate Electronic Design Contest
- 2023.08 🏅1st Prize of “China Software Cup” University Student Software Design Competition
- 2023.08 🏅1st Prize of “China University Student Embedded Chip and System Design Competition
- 2023.04 🏅1st Prize of 2023 China University Robot Competition (RoboMaster RMUL)
- 2022.08 🏅️1st Prize of “China Software Cup” University Student Software Design Competition
- 2022.12 🏅1st Prize of 2022 China University Robot Competition (RoboMaster RMUL)
- 2023.06 🥈2nd Prize in China Robotics and Artificial Intelligence Competition
- 2022.08 🥈2nd Prize of “China Software Cup” University Student Software Design Competition
- 2022.06 🥈2nd Prize of 2022 China University Robot Competition (RoboMaster RMUT)
- 2023.08 🥉3rd Prize in Chinese Collegiate Computing Competition
🧑🤝🧑 My Friends and Collaborators
- Chunming He@Duke, Longxiang Tang@HKUST, Yuelin Zhang@CUHK, Assoc. Prof. Yulun Zhang@SJTU.