Chengyu Fang

According to our database, Chengyu Fang authored at least 28 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

RIDE: Retinex-Informed Decoupling for Exposing Concealed Objects.

Chunming He, Rihan Zhang, Dingming Zhang, Chengyu Fang, Longxiang Tang, Jingjia Feng, Fengyang Xiao, Sina Farsiu

CoRR, May, 2026

A Vision-Language-Action Model for Adaptive Ultrasound-Guided Needle Insertion and Needle Tracking.

Yuelin Zhang, Qingpeng Ding, Longxiang Tang, Chengyu Fang, Shing Shin Cheng

CoRR, April, 2026

MedVR: Annotation-Free Medical Visual Reasoning via Agentic Reinforcement Learning.

Zheng Jiang, Heng Guo, Chengyu Fang, Changchen Xiao, Xinyang Hu, Lifeng Sun, Minfeng Xu

CoRR, April, 2026

PRISM: Rethinking Scattered Atmosphere Reconstruction as a Unified Understanding and Generation Model for Real-world Dehazing.

Chengyu Fang, Chunming He, Yuelin Zhang, Chubin Chen, Chenyang Zhu, Longxiang Tang, Xiu Li

CoRR, April, 2026

Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration.

Fengyang Xiao, Peng Hu, Lei Xu, XingE Guo, Guanyi Qin, Yuqi Shen, Chengyu Fang, Rihan Zhang, Chunming He, Sina Farsiu

CoRR, March, 2026

Photon: Speedup Volume Understanding with Efficient Multimodal Large Language Models.

Chengyu Fang, Heng Guo, Zheng Jiang, Chunming He, Xiu Li, Minfeng Xu

CoRR, March, 2026

2025

Taming Preference Mode Collapse via Directional Decoupling Alignment in Diffusion Reinforcement Learning.

Chubin Chen, Sujie Hu, Jiashu Zhu, Meiqi Wu, Jintao Chen, Yanxun Li, Nisha Huang, Chengyu Fang, Jiahong Wu, Xiangxiang Chu, Xiu Li

CoRR, December, 2025

UnfoldLDM: Deep Unfolding-based Blind Image Restoration with Latent Diffusion Priors.

Chunming He, Rihan Zhang, Zheng Chen, Bowen Yang, Chengyu Fang, Yunlong Lin, Fengyang Xiao, Sina Farsiu

CoRR, November, 2025

Segment Concealed Objects With Incomplete Supervision.

Chunming He, Kai Li, Yachao Zhang, Ziyun Yang, Youwei Pang, Longxiang Tang, Chengyu Fang, Yulun Zhang, Linghe Kong, Xiu Li, Sina Farsiu

IEEE Trans. Pattern Anal. Mach. Intell., September, 2025

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

CoRR, September, 2025

Reversible Unfolding Network for Concealed Visual Perception with Generative Refinement.

Chunming He, Fengyang Xiao, Rihan Zhang, Chengyu Fang, Deng-Ping Fan, Sina Farsiu

CoRR, August, 2025

Diffusion Models in Low-Level Vision: A Survey.

Chunming He, Yuqi Shen, Chengyu Fang, Fengyang Xiao, Longxiang Tang, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li

IEEE Trans. Pattern Anal. Mach. Intell., June, 2025

Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement.

Yuqi Shen, Fengyang Xiao, Sujie Hu, Youwei Pang, Yifan Pu, Chengyu Fang, Xiu Li, Chunming He

CoRR, June, 2025

UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration.

Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Sina Farsiu

CoRR, May, 2025

Integrating Extra Modality Helps Segmentor Find Camouflaged Objects Well.

Chengyu Fang, Chunming He, Longxiang Tang, Yuelin Zhang, Chenyang Zhu, Yuqi Shen, Chubin Chen, Guoxia Xu, Xiu Li

CoRR, February, 2025

Exploring Fourier Prior and Event Collaboration for Low-Light Image Enhancement.

Chunyan She, Fujun Han, Chengyu Fang, Shukai Duan, Lidan Wang

Proceedings of the 33rd ACM International Conference on Multimedia, 2025

Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric Simulator.

Yuelin Zhang, Kim Yan, Chun Ping Lam, Chengyu Fang, Wenxuan Xie, Yufu Qiu, Raymond Shing-Yan Tang, Shing Shin Cheng

Proceedings of the IEEE International Conference on Robotics and Automation, 2025

RUN: Reversible Unfolding Network for Concealed Object Segmentation.

Chunming He, Rihan Zhang, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Linghe Kong, Deng-Ping Fan, Kai Li, Sina Farsiu

Proceedings of the Forty-second International Conference on Machine Learning, 2025

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model.

Chunming He, Chengyu Fang, Yulun Zhang, Longxiang Tang, Jinfa Huang, Kai Li, Zhenhua Guo, Xiu Li, Sina Farsiu

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences.

Chenyang Zhu, Kai Li, Yue Ma, Longxiang Tang, Chengyu Fang, Chubin Chen, Qifeng Chen, Xiu Li

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

A Survey of Camouflaged Object Detection and Beyond.

Fengyang Xiao, Sujie Hu, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He, Longxiang Tang, Ziyun Yang, Xiu Li

CoRR, 2024

Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network.

Chengyu Fang, Chunming He, Fengyang Xiao, Yulun Zhang, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li

CoRR, 2024

Real-world Image Dehazing with Coherence-based Pseudo Labeling and Cooperative Unfolding Network.

Chengyu Fang, Chunming He, Fengyang Xiao, Yulun Zhang, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning.

Yuelin Zhang, Pengyu Zheng, Wanquan Yan, Chengyu Fang, Shing Shin Cheng

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model.

Chunming He, Chengyu Fang, Yulun Zhang, Kai Li, Longxiang Tang, Chenyu You, Fengyang Xiao, Zhenhua Guo, Xiu Li

CoRR, 2023

Flow-Guided Controllable Line Drawing Generation.

Cheng-Yu Fang, Xianfeng Han

CoRR, 2023

Joint Geometric-Semantic Driven Character Line Drawing Generation.

Cheng-Yu Fang, Xian-Feng Han

Proceedings of the 2023 ACM International Conference on Multimedia Retrieval, 2023

2022

Learning to Generate Artistic Character Line Drawing.

Cheng-Yu Fang, Xian-Feng Han, Qi Zhong, Shi-Jie Sun, Guo-Qiang Xiao

CoRR, 2022