yfyang007/ControlLight

[CVPR 2026] Multinex: Lightweight Low-light Image Enhancement via Multi-prior Retinex

Official Code for "Reti-Diff: Illumination Degradation Image Restoration with Retinex-based Latent Diffusion Model". A SOTA algorithm in low-light image enhancement, underwater image enhancement, and backlit image enhancement.

[PG 2023] WaveNet: Wave-Aware Image Enhancement

Exclusively Dark (ExDARK) dataset which to the best of our knowledge, is the largest collection of low-light images taken in very low-light environments to twilight (i.e 10 different conditions) to-date with image class and object level annotations.

IJCV2023 Instance Segmentation in the Dark

[TIP-2020] Official Pytorch implementation of "Towards Unsupervised Deep Image Enhancement with Generative Adversarial Network"

Code for the ICPR 2020 paper: "CURL: Neural Curve Layers for Image Enhancement"

[CVPR 2025 Oral] Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.