Low-Level Vision

Diffusion Models in Low-Level Vision

:

Chunming He

^{†}

^{†}

^{†}

, Fengyang Xiao, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li*.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).

:

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

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

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

^{†}

, Fengyang Xiao

^{†}

, Chunming He*, Yulun Zhang*, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li
in Advances in Neural Information Processing Systems (NeurIPS), Spotlight, 2024

AIIE

:

All-Inclusive Image Enhancement via DCT Data Adjustment

^{†}

, 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

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

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

HQG-Net$:$ Unpaired Medical Image Enhancement with High-Quality Guidance

:

Deep Model-Driven Network for Heterogeneous Image Fusion

^{†}

, Chunming He

^{†}

, Hao Wang*, Hu Zhu, Weiping Ding
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023

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

^{†}

, Chunming He

^{†}

, Juping Liu, Bin Kang, Jian Su, Dengyin Zhang
IEEE Transactions on Intelligent Transportation Systems (TITS), 2022

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

^{†}

, Chunming He

^{†}

, Guoxia Xu, Hu Zhu*, Hao Wang
IEEE Transactions on Intelligent Transportation Systems (TITS), 2022

PcGAN$:$ A Noise Robust Conditional Generative Adversarial Network for One Shot Learning