Benchmarks
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Datasets
Greatest papers with code
AOD-Net: All-In-One Dehazing Network
ICCV 2017
• kritiksoman/GIMP-ML
• 
This paper proposes an image dehazing model built with a convolutional neural network (CNN), called All-in-One Dehazing Network (AOD-Net).
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors
Computer Vision Foundation 2018
• yossigandelsman/DoubleDIP
•
It was shown [Ulyanov et al] that the structure of a single DIP generator network is sufficient to capture the low-level statistics of a single image.
Ranked #4 on
Image Dehazing
on O-Haze
IMAGE DEHAZING SEMANTIC SEGMENTATION TRANSPARENCY SEPARATION
Densely Connected Pyramid Dehazing Network
CVPR 2018
• hezhangsprinter/DCPDN
•
We propose a new end-to-end single image dehazing method, called Densely Connected Pyramid Dehazing Network (DCPDN), which can jointly learn the transmission map, atmospheric light and dehazing all together.
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing
The FFA-Net architecture consists of three key components: 1) A novel Feature Attention (FA) module combines Channel Attention with Pixel Attention mechanism, considering that different channel-wise features contain totally different weighted information and haze distribution is uneven on the different image pixels.
Ranked #1 on
Image Dehazing
on SOTS Indoor
Blind Video Temporal Consistency via Deep Video Prior
NeurIPS 2020
• ChenyangLEI/deep-video-prior
• 
Extensive quantitative and perceptual experiments show that our approach obtains superior performance than state-of-the-art methods on blind video temporal consistency.
COLORIZATION IMAGE DEHAZING IMAGE ENHANCEMENT OPTICAL FLOW ESTIMATION STYLE TRANSFER
DehazeNet: An End-to-End System for Single Image Haze Removal
The key to achieve haze removal is to estimate a medium transmission map for an input hazy image.
Gated Context Aggregation Network for Image Dehazing and Deraining
• cddlyf/GCANet
•
Image dehazing aims to recover the uncorrupted content from a hazy image.
Ranked #1 on
Rain Removal
on DID-MDN
GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing
ICCV 2019
• proteus1991/GridDehazeNet
•
The proposed hazing method does not rely on the atmosphere scattering model, and we provide an explanation as to why it is not necessarily beneficial to take advantage of the dimension reduction offered by the atmosphere scattering model for image dehazing, even if only the dehazing results on synthetic images are concerned.
DIMENSIONALITY REDUCTION IMAGE DEHAZING SINGLE IMAGE DEHAZING
Domain Adaptation for Image Dehazing
CVPR 2020
• HUSTSYJ/DA_dahazing
•
By training image translation and dehazing network in an end-to-end manner, we can obtain better effects of both image translation and dehazing.
Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing
In this paper, we present an end-to-end network, called Cycle-Dehaze, for single image dehazing problem, which does not require pairs of hazy and corresponding ground truth images for training.
Ranked #3 on
Image Dehazing
on O-Haze