Low-Level Vision
UnfoldIR$:$ Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration
Chunming He
$^†$, Rihan Zhang$^†$, Fengyang Xiao, Chengyu Fang, Longxiang Tang, Yulun Zhang, Sina Farsiu*
arxiv
, 2025
Diffusion Models in Low-Level Vision$:$ A Survey
Chunming He
$^†$, Yuqi Shen$^†$, Chengyu Fang$^†$, Fengyang Xiao, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li*.
IEEE Transactions on Pattern Analysis and Machine Intelligence
(
TPAMI
).
PDF
Code
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*
in International Conference on Learning Representations
(
ICLR
), Spotlight, 2025
PDF
Code
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
), Spotlight, 2024
PDF
Code
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
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
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
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
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
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
