Single-image Dehazing Algorithm Based on Convolutional Neural Networks

2018 ◽  
Author(s):  
Jinsheng Xiao ◽  
Li Luo ◽  
Enyu liu ◽  
Junfeng Lei ◽  
Reinhard Klette
Keyword(s):  
Neural Networks ◽  
Convolutional Neural Networks ◽  
Single Image ◽  
Image Dehazing ◽  
Single Image Dehazing

Single Image Dehazing via Multi-scale Convolutional Neural Networks with Holistic Edges

2019 ◽  
Vol 128 (1) ◽  
pp. 240-259 ◽  
Author(s):  
Wenqi Ren ◽  
Jinshan Pan ◽  
Hua Zhang ◽  
Xiaochun Cao ◽  
Ming-Hsuan Yang
Keyword(s):  
Neural Networks ◽  
Convolutional Neural Networks ◽  
Single Image ◽  
Image Dehazing ◽  
Multi Scale ◽  
Single Image Dehazing

scholarly journals Single image dehazing using deep neural networks

2019 ◽  
Vol 128 ◽  
pp. 70-77 ◽  
Author(s):  
Cameron Hodges ◽  
Mohammed Bennamoun ◽  
Hossein Rahmani
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Single Image ◽  
Image Dehazing ◽  
Single Image Dehazing

Single Image Dehazing by Predicting Atmospheric Scattering Parameters

2020 ◽  
Vol 2020 (1) ◽  
pp. 74-77
Author(s):  
Simone Bianco ◽  
Luigi Celona ◽  
Flavio Piccoli
Keyword(s):  
Reference Image ◽  
Single Image ◽  
Scattering Parameters ◽  
Image Dehazing ◽  
Atmospheric Scattering ◽  
Local Structures ◽  
Full Reference ◽  
Reconstruction Quality ◽  
Single Image Dehazing

In this work we propose a method for single image dehazing that exploits a physical model to recover the haze-free image by estimating the atmospheric scattering parameters. Cycle consistency is used to further improve the reconstruction quality of local structures and objects in the scene as well. Experimental results on four real and synthetic hazy image datasets show the effectiveness of the proposed method in terms of two commonly used full-reference image quality metrics.

Single image dehazing using a new color channel

2021 ◽  
Vol 74 ◽  
pp. 103008
Author(s):  
Geet Sahu ◽  
Ayan Seal ◽  
Ondrej Krejcar ◽  
Anis Yazidi
Keyword(s):  
Single Image ◽  
Color Channel ◽  
Image Dehazing ◽  
Single Image Dehazing

Deep Retinex Network for Single Image Dehazing

2021 ◽  
Vol 30 ◽  
pp. 1100-1115
Author(s):  
Pengyue Li ◽  
Jiandong Tian ◽  
Yandong Tang ◽  
Guolin Wang ◽  
Chengdong Wu
Keyword(s):  
Single Image ◽  
Image Dehazing ◽  
Single Image Dehazing
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