2022\07\13

This repository is temporarily closed for updates as the author is no longer involved in image enhancement work.

The Image Enhancement Zoo

By Yansheng Qiu, Kui Jiang

Description

• Image Enhancement Zoo: A list of deraining, dehazing and brightening methods. Papers, codes and datasets are maintained.
• Thanks for the sharing of Resources for Low Light Image Enhancement, low-light-image-enhancment, DehazeZoo and DerainZoo.

2 Image Quality Metrics

• PSNR (Peak Signal-to-Noise Ratio) [paper] [matlab code] [python code]
• SSIM (Structural Similarity) [paper] [matlab code] [python code]
• VIF (Visual Quality) [paper] [matlab code]
• FSIM (Feature Similarity) [paper] [matlab code]
• NIQE (Naturalness Image Quality Evaluator) [paper] [matlab code] [python code]

Brightening

Datasets

• VV, LIME, NPE-series, DICM, MEF

  • only low-light images without corresponding high-light ground truth
  • Download
  • Thanks to baidut for collection

• ExDARK

  • only low-light image without corresponding high-light ground truth
  • [paper] [Homepage]

• LOL

  • old: [papper] [Homepage]
  • new: [dataset baidu:r0xd]

• SID [paper] [Homepage]

• MIT-Adobe FiveK [paper] [Homepage]

• SICE [paper] [Homepage]

• ELD [paper] [Homepage]

• VIP-LowLight [Homepage]

• ReNOIR [paper] [Homepage]

• DPED [paper] [Homepage]

Papers

2020

• [RLI-DaE] Learning to Restore Low-Light Images via Decomposition-and-Enhancement (CVPR 2020) [paper]

• [Pb-NFM] A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising (CVPR 2020, paper for ELD dataset) [paper][code]

• [DALE] DALE : Dark Region-Aware Low-light Image Enhancement (BMVC 2020) [paper [code]

• [LLPackNet] Towards Fast and Light-Weight Restoration of Dark Images (BMVC 2020) [paper][code]

• [Zero-DCE] Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement (CVPR 2020) [paper][homepage][code]

• [DRBN] From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement (CVPR 2020) [paper][code]

• [LR3M] LR3M: Robust Low-Light Enhancement via Low-Rank Regularized Retinex Model (TIP 2020) [paper]

• [DRBN] From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement (CVPR 2020) [paper] [code]

• [STARnet] Space-Time-Aware Multi-Resolution Video Enhancement (CVPR 2020) [homepage] [code] [paper]

• [DeepLPF] DeepLPF: Deep Local Parametric Filters for Image Enhancement (CVPR 2020) [code] [paper]

• [STAR] STAR: A Structure and Texture Aware Retinex Model (TIP2020) [code] [paper]

• [MIRNet] Learning Enriched Features for Real Image Restoration and Enhancement (ECCV 2020) [paper] [code]

• [CSRnet] Conditional Sequential Modulation for Efficient Global Image Retouching (ECCV 2020) [paper] [code]

• [Flickr] Unpaired Image Enhancement with Quality-Attention Generative Adversarial Network (ACM MM 2020) [paper]

• [RT-VENet] RT-VENet: A Convolutional Network for Real-time Video Enhancement (ACM MM 2020) [paper]

• Integrating Semantic Segmentation and Retinex Model for Low Light Image Enhancement (ACM MM 2020) [paper] [homepage] [dataset google or baidu:2wml]

• Low-Light Image Enhancement with Semi-Decoupled Decomposition (TMM 2020) [paper] [code]

• Learning to Restore Low-Light Images via Decomposition-and-Enhancement (CVPR 2020) [paper]

2019

• [EnlightenGAN] EnlightenGAN: Deep Light Enhancement without Paired Supervision [paper][code]

• [DCGANs] Deep Learning for Robust end-to-end Tone Mapping (BMVC 2019) [paper]

• [RJI] Robust Joint Image Reconstruction from Color and Monochrome Cameras (BMVC 2019) [paper]

• [KinD] Kindling the Darkness: A Practical Low-light Image Enhancer (ACM MM 2019) [paper] [code]

• [DeepUPE] Underexposed Photo Enhancement using Deep Illumination Estimation (CVPR 2019) [paper][code (only test)]

• [EEMEFN] EEMEFN: Low-Light Image Enhancement via Edge-Enhanced Multi-Exposure Fusion Network (AAAI 2019) [paper] [code]

• [ALSM] Low-Light Image Enhancement via the Absorption Light Scattering Model (TIP 2019) [paper [code]

• Low-Light Image Enhancement via a Deep Hybrid Network (TIP 2019) [paper]

• Enhancing Low Light Videos by Exploring High Sensitivity Camera Noise (ICCV 2019) [paper]

2018

• [MBLLEN] MBLLEN: Low-light Image/Video Enhancement Using CNNs (BMVC 2018) [paper][code]

• [GLADNet] GLADNet: Low-Light Enhancement Network with Global Awareness (FG 2018) [paper][code]

• [Retinex-Net] Deep Retinex Decomposition for Low-Light Enhancement (BMVC 2018) [paper][code][code-pytorch]

• [SID] Learning to See in the Dark (CVPR 2018