☕️ About Me

I am a first-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.

My research interests include Low-level Vision, Medical Image Analysis and Camouflaged Object Segmentation.

I am actively seeking for research internship opportunities in either academia or industry, please feel free to contact me via email.

🔥 News

  • 2025.01:   Two papers accepted to ICLR 2025. One paper accepted to ICRA 2025.
  • 2024.12:   One paper accepted to AAAI 2025, Congrats to Chenyang.
  • 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.
  • 2023.04:   One paper accepted to ICMR 2023.

📝 Selected Publications

${*}$ Equal contribution, ${\dagger}$ Corresponding author

Recommendation

NeurIPS 2024 Spotlight⭐️
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Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network

Chenyu Fang$^{*}$, Chunming He$^{*}$$^{\dagger}$, Fengyang Xiao, Yulun Zhang$^{\dagger}$, Longxiang Tang, Yuelin Zhang, Kai Li, and Xiu Li$^{\dagger}$

PDF Code Slides

  • The cooperative unfolding network (CORUN) and the first plug-in-play iterative mean-teacher framework (Colabator) for real-world image dehazing.
ICLR 2025
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Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model

Chunming He$^{*}$, Chenyu Fang$^{*}$$^{\dagger}$, Yulun Zhang$^{\dagger}$, Kai Li, Longxiang Tang, Chengyu You, Fengyang Xiao, Zhenhua Guo, Xiu Li$^{\dagger}$ and Sina Farsiu

PDF Code

  • The first latent diffusion model-based methods with strong generalizability in illumination degradation image restoration problems and promising performance in downstream tasks.
arXiv 2024
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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}$

PDF Awesome List

  • A curated list of awesome Diffusion Models(DMs) in low-level vision.

More Accepted Papers

  • Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric Simulator, ICRA 2025 [PDF]
    Yuelin Zhang, Kim Yan, Chun Ping Lam, Chengyu Fang, Wenxuan Xie, Yufu Qiu, Raymond Shing-Yan Tang, Shing Shin Cheng$^{\dagger}$
  • 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$^{\dagger}$
  • Joint Geometric-Semantic Driven Character Line Drawing Generation, ICMR 2023 [PDF] [Code]
    Chengyu Fang, Xianfeng Han$^{\dagger}$

🎖 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

  • 2023.07 - 2024.08, Prof. Xiu Li’s research group at Tsinghua University, Shen Zhen, 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)
  • 2022.08 🏅️1st Prize of “China Software Cup” University Student Software Design Competition
  • 2022.12 🏅1st Prize of 2022 China University Robot Competition (RoboMaster)
  • 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)
  • 2023.08 🥉3rd Prize in Chinese Collegiate Computing Competition

🧑‍🤝‍🧑 My Friends and Collaborators