I am a lecturer at the School of Artificial Intelligence, Beijing Normal University, Beijing, China since 2021, where I work in the Intelligent Media Computing Lab led by Prof. Hua Huang. I received my Ph.D. degree in 2021 from the Video & Image Processing System Lab, affiliated with the School of Electronic Engineering, Xidian University, Xi’an, China, under the supervision of Prof. Xinbo Gao and Prof. Jie Li.
My research interest includes computer vision and signal processing, with specialized expertise in:
- Image restoration: super-resolution, denoising, etc.
- Object Perception: object detection and recognition in remote sensing imagery.
Location: Room 526, Library Building, Changping Campus, Beijing Normal University, Changping District, Beijing, China.
We are looking for self-motivated undergraduate interns, graduate students, and collaborators to join us. If you are interested, please email me with your resume. 欢迎本科科研实习生，研究生加入我们团队！有意向的同学请发送邮件给我。
🔥 News
📝 Selected Publications
More are available in Google Scholar
Beyond Image Prior: Embedding Noise Prior into Conditional Denoising Transformer
- Yuanfei Huang; Hua Huang
- Under Review
- A new perspective on the denoising challenge by highlighting the distinct separation between noise and image priors.
- Code
Deep Convolution Modulation for Image Super-resolution
- Yuanfei Huang; Jie Li; Yanting Hu; Hua Huang; Xinbo Gao
- IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(5): 3647-3662.
- Building image-specific deep networks, thereby adaptively modulating the kernel weights without additional parameters.
- Code
Shutter-less Non-uniformity Correction Methods in Uncooled Infrared Imagery
- Yuanfei Huang; Hua Huang
- Journal of Electronics & Information Technology (电子与信息学报), 2024, 46(5): 2198-2216.
- A survey on the physical formation and spatial characteristics of the non-uniformity in uncooled infrared imagery detectors.
- Jinyi Qiu; Zhan Wang; Yuanfei Huang; Hua Huang
- IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-12, Art no. 5006512.
- A gradient domain-based DRC method for IR images with adaptive contrast adjustment and structure preservation.
Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolution
- Yuanfei Huang; Jie Li; Yanting Hu; Xinbo Gao; Hua Huang
- IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023, 45(5): 6495-6510.
- A transitional learning method for blind super-resolution and an effective representation for unknown degradation.
- Code
Multi-scale information distillation network for efficient image super-resolution
- Yanting Hu; Yuanfei Huang#; Kaibing Zhang
- Knowledge-Based Systems, 2023, 275：1-14, 2023, Art no. 110718.
- A lightweight super-resolution network with multi-scale receptive field.
Interpretable Detail-Fidelity Attention Network for Single Image Super-Resolution
- Yuanfei Huang; Jie Li; Xinbo Gao; Yanting Hu; Wen Lu
- IEEE Transactions on Image Processing, 2021, 30: 2325-2339.
- An interpretable detail-fidelity attention network for improving image super-resolution.
- Code
Un-Paired Real World Super-Resolution with Degradation Consistency
- Yuanfei Huang; Xiaopeng Sun; Wen Lu; Jie Li; Xinbo Gao
- In IEEE/CVF International Conference on Computer Vision Workshop, 2019.
- 2nd place on “Target Domain RWSR” track of the AIM Real-World Super-Resolution Challenge.
Improving Image Super-Resolution via Feature Re-Balancing Fusion
- Yuanfei Huang; Jie Li; Xinbo Gao; Wen Lu; Yanting Hu
- In IEEE International Conference on Multimedia and Expo, 2019.
- 2nd place on “Target Domain RWSR” track of the AIM Real-World Super-Resolution Challenge.
Single Image Super-Resolution via Multiple Mixture Prior Models
- Yuanfei Huang; Jie Li; Xinbo Gao; Lihuo He; Wen Lu
- IEEE Transactions on Image Processing, 2018, 27(12): 5904-5917.
- An effective way with mixture prior models for image super-resolution.
- Code
💼 Projects and Fundings
- 2024 the Fundamental Research Funds for the Central Universities (中央高校基本科研业务费)
- 2022 the National Natural Science Foundation of China (国家自然科学基金青年项目)
🎖 Honors and Awards
- 2024 Beijing Association for Science and Technology Youth Talent Support Program (北京科协青年人才托举工程)
- 2024 2nd Prize in the 19th Young Teachers’ Teaching Skills Competition of Beijing Normal University (北京师范大学第十九届青年教师教学基本功比赛二等奖)
- 2024 1st Prize in the 10th Beijing College Students’ Biology Competition (Advisor) (第十届北京市大学生生物学竞赛一等奖（指导教师）)
💬 Invited Talks
- 2024.11, “Intelligent Perception Empowering Autonomous Driving”(智能感知助力自动驾驶), a Cross-disciplinary Exchange Salon for Young Scientific Talents in the Field of Image and Graphics (图象图形领域青年科技人才跨界交流沙龙). Location: Beijing Conference Center, Organizer: Beijing Society of Image and Graphics.