Low-Level Vision

Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network
Chengyu Fang$^†$, Fengyang Xiao$^†$, Chunming He*, Yulun Zhang*, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li
in Advances in Neural Information Processing Systems (NeurIPS), 2024
PDF Code
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network
Diffusion Models in Low-Level Vision$:$ A Survey
Chunming He$^†$, Yuqi Shen$^†$, Chengyu Fang$^†$, Fengyang Xiao, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li.
arXiv preprint arXiv:2406.11138 (arXiv), 2024
PDF Code
Diffusion Models in Low-Level Vision$:$ A Survey
AIIE$:$ All-Inclusive Image Enhancement via DCT Data Adjustment
Mingye Ju$^†$, Chunming He$^†$, Can Ding, Wenqi Ren, Lin Zhang.
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024
AIIE$:$ All-Inclusive Image Enhancement via DCT Data Adjustment
Reti-Diff$:$ Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
Chunming He$^†$, Chengyu Fang$^†$, Yulun Zhang*, Tian Ye, Kai Li, Longxiang Tang, Zhenhua Guo, Xiu Li*, Sina Farsiu*
arXiv preprint arXiv:2311.11638 (arXiv), 2023
PDF Code
Reti-Diff$:$ Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model
Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion
Chunming He, Kai Li*, Guoxia Xu, Yulun Zhang, Runze Hu, Zhenhua Guo, Xiu Li*
in International Conference on Computer Vision (ICCV), 2023
PDF
Degradation-Resistant Unfolding Network for Heterogeneous Image Fusion
HQG-Net$:$ Unpaired Medical Image Enhancement with High-Quality Guidance
Chunming He, Kai Li*, Guoxia Xu, Jiangpeng Yan, Longxiang Tang, Yulun Zhang, Yaowei Wang, Xiu Li*.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
PDF Code
HQG-Net$:$ Unpaired Medical Image Enhancement with High-Quality Guidance
DM-Fusion$:$ Deep Model-Driven Network for Heterogeneous Image Fusion
Guoxia Xu$^†$, Chunming He$^†$, Hao Wang*, Hu Zhu, Weiping Ding
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
PDF
DM-Fusion$:$ Deep Model-Driven Network for Heterogeneous Image Fusion
IVF-Net$:$ An Infrared and Visible Data Fusion Deep Network for Traffic Object Enhancement in Intelligent Transportation Systems
Mingye Ju$^†$, Chunming He$^†$, Juping Liu, Bin Kang, Jian Su, Dengyin Zhang
IEEE Transactions on Intelligent Transportation Systems (TITS), 2022
PDF
IVF-Net$:$ An Infrared and Visible Data Fusion Deep Network for Traffic Object Enhancement in Intelligent Transportation Systems
PcGAN$:$ A Noise Robust Conditional Generative Adversarial Network for One Shot Learning
Lizhen Deng$^†$, Chunming He$^†$, Guoxia Xu, Hu Zhu*, Hao Wang
IEEE Transactions on Intelligent Transportation Systems (TITS), 2022
PDF
PcGAN$:$ A Noise Robust Conditional Generative Adversarial Network for One Shot Learning