Yunlong Lin

Yunlong Lin

Xiamen University

Welcome to my academic homepage. I am Yunlong Lin, a Master student at Xiamen University (XMU) @SmartDSP advised by Prof. Xinghao Ding. My key research areas and methodologies include:
🧠

Multimodal learning

Vision and language, Visual reasoning, Generalist models

🤖

AI Agents

Planning and Decision-Making, Reinforcement learning

🔍

Inverse Problems

Real-world degradation restoration, Generative priors

🌐

Spatial Intelligence

3D Environment Perception, LLM-based Spatial Reasoning, Agent-driven Decision-making and Action

I am actively seeking collaborations and currently looking for 26 fall PhD positions! If you are interested in working together or have potential PhD opportunities, please feel free to reach out to me. I am eager to join teams or labs that value innovation in AI-driven perception, cross-modal learning, and AI agent systems.
📱 Contact
  • WeChat: lyl20136148
  • Email: linyl@stu.xmu.edu.cn
🔥 News
  • Three papers accepted by CVPR'25!
  • Four papers accepted by AAAI'25 (2 oral)!
  • One paper accepted by ECCV'24!
  • Two paper accepted by TGRS'25!
  • Two paper accepted by TCSVT'24!
  • Two paper accepted by TGRS'24!
  • Three papers accepted by ACMMM'23 (1 oral)!
🔬 Ongoing Research
Preprint 2025
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JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent

Yunlong Lin*, Zixu Lin*, Kunjie Lin*, Jinbin Bai, Panwang Pan, Chenxin Li, Haoyu Chen, Zhongdao Wang, Xinghao Ding†, Wenbo Li♣️, Shuicheng Yan†

PDF | Project | Code

Preprint 2025

DynamicVerse: Physically-Aware Multimodal Modeling for Dynamic 4D Worlds

Kairun Wen, Yuzhi Huang, Runyu Chen, Hui Zheng, Yunlong Lin, Panwang Pan, Chenxin Li, Wenyan Cong, Jian Zhang, Junbin Lu, Chenguo Lin, Dilin Wang, Zhicheng Yan, Hongyu Xu, Justin Theiss, Yue Huang, Xinghao Ding, Rakesh Ranjan, Zhiwen Fan

PDF | Project

📝 Publications
CVPR 2025

JarvisIR: Elevating Autonomous Driving Perception with Intelligent Image Restoration

Yunlong Lin*, Zixu Lin*, Haoyu Chen*, Panwang Pan*, Chenxin Li, Sixiang Chen, Kairun Wen, Yeying Jin, Wenbo Li, Xinghao Ding

PDF | Project | Code

AAAI 2025

AGLLDiff: Guiding Diffusion Models Towards Unsupervised Training-free Real-world Low-light Image Enhancement

Yunlong Lin*, Tian Ye*, Sixiang Chen*, Zhenqi Fu, Yingying Wang, Wenhao Chai, Zhaohu Xing, Lei Zhu, Xinghao Ding.

PDF | Project | Code

AAAI 2025
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Unsupervised Low-light Image Enhancement with Lookup Tables and Diffusion Priors

Yunlong Lin*, Zhenqi Fu*, Kairun Wen, Tian Ye, Sixiang Chen, Ge Meng, Yingying Wang, Yue Huang, Xiaotong Tu, Xinghao Ding.

PDF | Project

CVPR 2025
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SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization

Jianyu Lai*, Sixiang Chen*, Yunlong Lin, Tian Ye, Yun Liu, Song Fei, Zhaohu Xing, Hongtao Wu, Weiming Wang, Lei Zhu.

PDF | Project

  • Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline. CVPR 2025.
    Paper | Code
    Yuzhi Huang, Chenxin Li, Haitao Zhang, Zixu Lin, Yunlong Lin, Hengyu Liu, Wuyang Li, Xinyu Liu, Jiechao Gao, Yue Huang, Xinghao Ding, Yixuan Yuan.
  • Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint. ECCV 2024.
    Paper | Code
    Sixiang Chen, Tian Ye, Kai Zhang, Zhaohu Xing, Yunlong Lin, Lei Zhu
  • Fusion2Void: Unsupervised Multi-focus Image Fusion Based on Image Inpainting. TCSVT 2024.
    Paper | Code
    Huangxing Lin, Yunlong Lin, Jingyuan Xia, Linyu Fan, Feifei Li, Yingying Wang, Xinghao Ding
  • Domain-irrelevant Feature Learning for Generalizable Pan-sharpening. ACMMM 2023.
    Paper | Code
    Yunlong Lin, Zhenqi Fu, Ge Meng, Yingying Wang, Yuhang Dong, Linyu Fan, Hedeng Yu, Xinghao Ding
🎖 Honors and Awards
  • NTIRE 2025 challenge on day and night raindrop removal for dual-focused images, third place.
  • NTIRE 2025 Low Light Image Enhancement Challenge, sixth place.
  • National Scholarship in Xiamen University, 2024
  • Outstanding Graduate in Jimei University, 2023
  • Second Price of Mathematical Contest In Modeling, 2021
  • First Price of Mathorcup Mathematical Contest in Modeling, 2021
  • First Price of Mathorcup Mathematical Contest in Modeling, 2022
📖 Educations
  • Sep'2023-Jul'2026: Master Student, Xiamen University
  • Sep'2019-Jul'2023: B.Eng (Telecommunication Engineering), Jimei University, Xiamen
💬 Academic Service
  • Conference Reviewer: ACMMM 2024/2025, NeurIPS 2024/2025, ICLR 2025, CVPR 2025, ICCV 2025, ICML 2025.