Research Experience
Visual Frontiers & Generative Models. I believe research should matter to real users. I lead the development of PosterCraft [ICLR'26] and PosterOmni [CVPR'26], which redefine artistic creation, pushing the boundaries of high-quality aesthetic content, achieving widespread community adoption and industrial applications.
Reward Modeling & Foundation. I am passionate about discovering and designing reward models to align AI outputs with human aesthetic and functional standards. Through feedback optimization in PosterReward [CVPR'26] and SnowMaster [CVPR'25], I establish robust optimization signals that empower foundation models to achieve professional-grade design capabilities.
Beyond Synthesis: Exploring Diffusion Priors. I leverage diffusion priors to build methods that generalize across tasks, including Restoration (DTPM [CVPR'24]; AGLLDiff [AAAI'25]) and Perception (GenHaze [ICCV'25]; Detect Any Mirrors [CVPR'25]), bridging the gap between synthesis and visual perception.
Agents & Unified Reasoning. I am dedicated to advancing the reasoning frontiers of unified models and visual understanding. Beyond autonomous agents (JarvisIR [CVPR'25]; RestoreAgent [NeurIPS'24]), I focus on the evolution of reasoning capabilities within understanding tasks, aiming to build unified models that not only perceive but deeply reason about visual content, transforming static perception into dynamic, intelligent problem-solving systems.
Recent Achievements
PosterOmni accepted by CVPR'2026
Released PosterOmni, your intelligent assistant for high-quality aesthetic poster creation!
PosterReward accepted by CVPR'2026
Released PosterReward, a comprehensive reward model for design aesthetics and typography.
PosterCraft accepted by ICLR'2026
Released PosterCraft, a unified framework for high-quality aesthetic poster generation.
1 paper accepted by ICCV'2025. GenHaze, a one-step controllable haze generation method.
GPT-4o evaluation report published on arXiv
3 papers accepted by CVPR'2025
4 papers accepted by AAAI'2025
1 paper accepted by NeurIPS'2024
2 papers accepted by ECCV'2024
📰 News and Updates
- Feb. 2026：🎓 PosterOmni has been accepted by CVPR'2026.
- Feb. 2026：🎓 PosterReward has been accepted by CVPR'2026.
- Feb. 2026：🚀 Announcing the release of PosterOmni! One model for poster creation—unifying local edits and global design for generalized multi-task image/poster-to-poster generation.
✨ Your intelligent assistant for high-quality aesthetic poster creation! - Jan. 2026：🎓 PosterCraft has been accepted by ICLR'2026.
- Jun. 2025：🚀 Announcing the release of PosterCraft! A new framework for "Rethinking High-Quality Aesthetic Poster Generation in a Unified Framework".
✨ From your prompts to high-quality aesthetic posters! - Jun. 2025：🎉 Luckily, GenHaze has been accepted by ICCV'2025.
- Apr. 2025：📄 Our comprehensive GPT-4o Image Generation Capabilities evaluation report is now available on arXiv!
- Feb. 2025：🎉 Fortunately, three papers have been accepted by CVPR'2025.
- Feb. 2025：🌟 I start to serve as a reviewer in NeurIPS'2025 and ICCV'2025.
- Jan. 2025：🏆 I start to serve as a reviewer in TIP.
- Dec. 2024：🎊 I start to serve as a reviewer in CVPR'2025 and ICML'2025.
- Dec. 2024：🚀 Serendipitously, four papers have been accepted by AAAI'2025.
- Sept. 2024：🎉 Luckily, one paper has been accepted by NeurIPS'2024.
- Jun. 2024：🌟 I start to serve as a reviewer in TITS.
- Aug. 2024：🌟 I start to serve as a reviewer in ICLR'2025.
- Jul. 2024：🚀 Fortunately, two papers have been accepted by ECCV'2024.
- Jun. 2024：🎉 Serendipitously, one paper has been accepted by MICCAI'2024.
- Jun. 2024：🌟 I start to serve as a reviewer in TCSVT.
- May 2024：🌟 I start to serve as a reviewer in NeurIPS'2024.
- Apr. 2024：🏆 Luckily, one paper has been accepted by CVPR'2024 as a Highlight.
- Nov. 2023：🎊 Serendipitously, one paper has been accepted by AAAI'2024.
- Aug. 2023：🚀 Serendipitously, one paper has been accepted by BMVC'2023.
- Jul. 2023：🎊 Luckily, four papers have been accepted by ACM MM'2023.
- Jul. 2023：🏆 To my good fortune, two papers have been accepted by ICCV'2023.
- Jul. 2023：🚀 I start to serve as a reviewer in TMM.
- Jun. 2023：🎊 I am awarded the honor of outstanding graduate from Jimei University.
- May 2023： One paper has been presented in Arxiv'2023 (Under review).
- Feb. 2023：🚀 Luckily, two papers are accepted to ICASSP'2023.
- Dec. 2022： One paper submits to Arxiv'2023 (Under review).
- Sept. 2022：🎊 Fortunately, one paper has been accepted by ACCV'2022.
- Sept. 2022： One paper has been submited to Arxiv'2023 (Under review).
- Jul. 2022：🌟 Fortunately, one paper has been accepted as an oral presentation by ECCV'2022.
- Jun. 2022：🎉 Serendipitously, one paper has been accepted by CVPRW'2022.
Academic Service & Awards
Program Committee / Reviewer:
Conference on Computer Vision and Pattern Recognition (CVPR'2026)
International Conference on Learning Representations (ICLR'2026)
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
International Conference on Computer Vision (ICCV'2025)
Conference on Neural Information Processing Systems (NeurIPS'2025)
IEEE Transactions on Image Processing (TIP)
International Conference on Machine Learning (ICML'2025)
Conference on Computer Vision and Pattern Recognition (CVPR'2025)
International Conference on Learning Representations (ICLR'2025)
IEEE Transactions on Intelligent Transportation Systems (TITS)
Conference on Neural Information Processing Systems (NeurIPS'2024)
European Conference on Computer Vision (ECCV'2024)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
IEEE Transactions on Multimedia (TMM)
ACM Multimedia (ACM MM'2023 / 2024)
International Conference on Computer Vision (ICCV'2023)
International Conference on Robotics and Automation (ICRA'2023)
Asian Conference on Computer Vision (ACCV'2022)
Awards:
Educations & Experience
- Sept. 2024 – Present: PhD Student, The Hong Kong University of Science and Technology (Guangzhou)
- Aug. 2023 – Aug. 2024: Research Assistant, The Hong Kong University of Science and Technology (Guangzhou)
- Sept. 2019 – Jun. 2023: B.Eng., Jimei University