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Image Dehazing

24 papers with code · Computer Vision
Subtask of Dehazing

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Fast Deep Multi-patch Hierarchical Network for Nonhomogeneous Image Dehazing

IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops 2020 diptamath/Nonhomogeneous_Image_Dehazing

Recently, CNN based end-to-end deep learning methods achieve superiority in Image Dehazing but they tend to fail drastically in Non-homogeneous dehazing.

IMAGE DEHAZING NONHOMOGENEOUS IMAGE DEHAZING

2
15 Jun 2020

Y-net: Multi-scale feature aggregation network with wavelet structure similarity loss function for single image dehazing

31 Mar 2020dectrfov/Y-net

Extensive experimental results demonstrate that the proposed Y-net with the W-SSIM loss function restores high-quality clear images and outperforms state-of-the-art algorithms.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

3
31 Mar 2020

FFA-Net: Feature Fusion Attention Network for Single Image Dehazing

18 Nov 2019zhilin007/FFA-Net

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.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

108
18 Nov 2019

DHSGAN: An End to End Dehazing Network for Fog and Smoke

ACCV2018 - Springer 2019 rmalav15/DHSGAN

In this paper we propose a novel end-to-end convolution dehazing architecture, called De-Haze and Smoke GAN (DHSGAN).

IMAGE DEHAZING IMAGE ENHANCEMENT SINGLE IMAGE DEHAZING

11
26 May 2019

Feature Forwarding for Efficient Single Image Dehazing

19 Apr 2019pmm09c/ntire-dehazing

Haze degrades content and obscures information of images, which can negatively impact vision-based decision-making in real-time systems.

DECISION MAKING IMAGE CROPPING IMAGE DEHAZING SINGLE IMAGE DEHAZING SUPER-RESOLUTION

39
19 Apr 2019

Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images

5 Apr 2019pmm09c/ntire-dehazing

Characterized by dense and homogeneous hazy scenes, Dense-Haze contains 33 pairs of real hazy and corresponding haze-free images of various outdoor scenes.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

39
05 Apr 2019

Single Image Haze Removal Using Conditional Wasserstein Generative Adversarial Networks

1 Mar 2019JoshuaEbenezer/cwgan

We train a generative adversarial network to learn the probability distribution of clear images conditioned on the haze-affected images using the Wasserstein loss function, using a gradient penalty to enforce the Lipschitz constraint.

IMAGE DEHAZING SINGLE IMAGE HAZE REMOVAL

7
01 Mar 2019

Unsupervised Single Image Dehazing Using Dark Channel Prior Loss

6 Dec 2018AlonaGolts/Deep_Energy

Instead of feeding the network with synthetic data, we solely use real-world outdoor images and tune the network's parameters by directly minimizing the DCP.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

10
06 Dec 2018

Image Dehazing via Joint Estimation of Transmittance Map and Environmental Illumination

4 Dec 2018pranoy-panda/ICAPR2017_Dehazing

Image dehazing methods try to recover haze-free image by removing the effect of haze from a given input image.

IMAGE DEHAZING

7
04 Dec 2018