DehazeZoo (Single Image vs. Video Based)

Xiang Chen, Yufeng Li, Yufeng Huang

1 Description

DehazeZoo: A survey on haze removal from video and single image. Papers, codes and datasets are maintained.
Thanks for the sharing of DerainZoo by Youzhao Yang.
More details about image dehazing and deraining are available here.

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]

3 Single Image Dehazing

3.1 Datasets

RESIDE [paper][dataset]
D-HAZY [paper][dataset]
Middlebury [paper][dataset]
NYU Depth Dataset V2 [paper][dataset]

3.2 Papers

2020

Shao et al, Domain Adaptation for Image Dehazing. (CVPR) [paper][code][web]
Wu et al, Accurate Transmission Estimation for Removing Haze and Noise from a Single Image. (TIP) [paper][code][web]
Ren et al, Single Image Dehazing via Multi-Scale Convolutional Neural Networks with Holistic Edges. (IJCV) [paper][code][web]
Dong et al, FD-GAN: Generative Adversarial Networks with Fusion-discriminator for Single Image Dehazing. [paper][code][web]
Qin et al, FFA-Net: Feature Fusion Attention Network for Single Image Dehazing. (AAAI) [paper][code][web]

2019

Wu et al, Learning Interleaved Cascade of Shrinkage Fields for Joint Image Dehazing and Denoising. (TIP) [paper][code][[web]
Li et al, Semi-Supervised Image Dehazing. (TIP) [paper][code][web]
Li et al, Benchmarking Single Image Dehazing and Beyond. (TIP) [paper][code][web]
Pei et al, Classification-driven Single Image Dehazing. [paper][code][web]
Liu et al, GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing. (ICCV) [paper][code][web]
Li et al, Joint haze image synthesis and dehazing with mmd-vae losses. [paper][code][web]
Peter et al, Feature Forwarding for Efficient Single Image Dehazing. [paper][code][web]
Shu et al, Variational Regularized Transmission Refinement for Image Dehazing. [paper][code][web]
Liu et al, End-to-End Single Image Fog Removal using Enhanced Cycle Consistent Adversarial Networks. [paper][code][web]
Chen et al, Gated Context Aggregation Network for Image Dehazing and Deraining. (WACV) [paper][code][web]

2018

Ren et al, Gated Fusion Network for Single Image Dehazing. (CVPR) [paper][code][web]
Zhang et al, FEED-Net: Fully End-To-End Dehazing. (ICME) [paper][code][web]
Zhang et al, Densely Connected Pyramid Dehazing Network. (CVPR) [paper][code][web]
Yang et al, Towards Perceptual Image Dehazing by Physics-based Disentanglement and Adversarial Training. (AAAI) [paper][code][web]
Deniz et al, Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing. (CVPRW) [paper][code][web]

2017

Ren et al, An All-in-One Network for Dehazing and Beyond. (ICCV) [paper][code][web]

2016

Zhu et al, Single Image Dehazing via Multi-Scale Convolutional Neural Networks. (ECCV) [paper][code][web]
Cai et al, DehazeNet: An end-to-end system for single image haze removal. (TIP) [paper][code][web]

2015

Ren et al, A fast single image haze removal algorithm using color attenuation prior. (TIP) [paper][code][web]

2009

He et al, Single Image Haze Removal Using Dark Channel Prior. (CVPR) [paper][code][web]

4 Video Based Dehazing

2019

Ren et al, Deep Video Dehazing with Semantic Segmentation. (TIP) [paper][code][web]

5 Note

The above content is constantly updated, welcome continuous attention!

6 Acknowledgement

Thanks for the sharing of codes of image quality metrics by Wang, Hong.
Thanks again for the sharing of DerainZoo by Youzhao Yang.

7 Contact

If you have any question, please feel free to contact Xiang Chen (Email: [email protected]).