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Single Image Dehazing

14 papers with code · Computer Vision
Subtask of Dehazing

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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.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

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

Cycle-Dehaze: Enhanced CycleGAN for Single Image Dehazing

14 May 2018engindeniz/Cycle-Dehaze

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.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

Improved Techniques for Learning to Dehaze and Beyond: A Collective Study

30 Jun 2018guanlongzhao/dehaze

Here we explore two related but important tasks based on the recently released REalistic Single Image DEhazing (RESIDE) benchmark dataset: (i) single image dehazing as a low-level image restoration problem; and (ii) high-level visual understanding (e. g., object detection) of hazy images.

IMAGE DEHAZING IMAGE RESTORATION OBJECT DETECTION SINGLE IMAGE DEHAZING

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

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

Progressive Feature Fusion Network for Realistic Image Dehazing

4 Oct 2018MKFMIKU/PFFNet

Most of them follow a classic atmospheric scattering model which is an elegant simplified physical model based on the assumption of single-scattering and homogeneous atmospheric medium.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing

5 Oct 2018Seanforfun/GMAN_Net_Haze_Removal

Haze and smog are among the most common environmental factors impacting image quality and, therefore, image analysis.

IMAGE DEHAZING SINGLE IMAGE DEHAZING

Benchmarking Single Image Dehazing and Beyond

12 Dec 2017Boyiliee/RESIDE-dataset-link

We present a comprehensive study and evaluation of existing single image dehazing algorithms, using a new large-scale benchmark consisting of both synthetic and real-world hazy images, called REalistic Single Image DEhazing (RESIDE).

IMAGE DEHAZING SINGLE IMAGE DEHAZING

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