Ntire 2018 challenge on image dehazing: Methods and results

C Ancuti, CO Ancuti, R Timofte - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
This paper reviews the first challenge on image dehazing (restoration of rich details in hazy
image) with focus on proposed solutions and results. The challenge had 2 tracks. Track 1 …

Ultra-high-definition image dehazing via multi-guided bilateral learning

Z Zheng, W Ren, X Cao, X Hu, T Wang… - 2021 IEEE/CVF …, 2021 - ieeexplore.ieee.org
Convolutional neural networks (CNNs) have achieved significant success in the single
image dehazing task. Unfortunately, most existing deep dehazing models have high …

A novel fast single image dehazing algorithm based on artificial multiexposure image fusion

Z Zhu, H Wei, G Hu, Y Li, G Qi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Poor weather conditions, such as fog, haze, and mist, cause visibility degradation in
captured images. Existing imaging devices lack the ability to effectively and efficiently …

NH-HAZE: An image dehazing benchmark with non-homogeneous hazy and haze-free images

CO Ancuti, C Ancuti, R Timofte - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Image dehazing is an ill-posed problem that has been extensively studied in the recent
years. The objective performance evaluation of the dehazing methods is one of the major …

Ntire 2019 image dehazing challenge report

CO Ancuti, C Ancuti, R Timofte… - Proceedings of the …, 2019 - openaccess.thecvf.com
This paper reviews the second challenge on image dehazing (restoration of rich details in
hazy image) with focus on proposed solutions and results. The training data consists from 55 …

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

CO Ancuti, C Ancuti, M Sbert… - 2019 IEEE international …, 2019 - ieeexplore.ieee.org
Single image dehazing is an ill-posed problem that has recently drawn important attention.
Despite the significant increase in interest shown for dehazing over the past few years, the …

Sea-thru: A method for removing water from underwater images

D Akkaynak, T Treibitz - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Robust recovery of lost colors in underwater images remains a challenging problem. We
recently showed that this was partly due to the prevalent use of an atmospheric image …

From synthetic to real: Image dehazing collaborating with unlabeled real data

Y Liu, L Zhu, S Pei, H Fu, J Qin, Q Zhang… - Proceedings of the 29th …, 2021 - dl.acm.org
Single image dehazing is a challenging task, for which the domain shift between synthetic
training data and real-world testing images usually leads to degradation of existing methods …

Dehazing evaluation: Real-world benchmark datasets, criteria, and baselines

S Zhao, L Zhang, S Huang, Y Shen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
On benchmark images, modern dehazing methods are able to achieve very comparable
results whose differences are too subtle for people to qualitatively judge. Thus, it is …

Joint contrast enhancement and exposure fusion for real-world image dehazing

X Liu, H Li, C Zhu - IEEE transactions on multimedia, 2021 - ieeexplore.ieee.org
Due to the complexity of real environment and potential defects of current simulation
datasets, either prior-based or deep learning-based single image dehazing methods may …