Towards unified deep image deraining: A survey and a new benchmark

X Chen, J Pan, J Dong, J Tang - arxiv preprint arxiv:2310.03535, 2023 - arxiv.org
Recent years have witnessed significant advances in image deraining due to the kinds of
effective image priors and deep learning models. As each deraining approach has …

Survey on rain removal from videos or a single image

H Wang, Y Wu, M Li, Q Zhao, D Meng - Science China Information …, 2022 - Springer
Rain can cause performance degradation of outdoor computer vision tasks. Thus, the
exploration of rain removal from videos or a single image has drawn considerable attention …

A model-driven deep neural network for single image rain removal

H Wang, Q **e, Q Zhao, D Meng - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Deep learning (DL) methods have achieved state-of-the-art performance in the task of single
image rain removal. Most of current DL architectures, however, are still lack of sufficient …

Spatially-adaptive image restoration using distortion-guided networks

K Purohit, M Suin, AN Rajagopalan… - Proceedings of the …, 2021 - openaccess.thecvf.com
We present a general learning-based solution for restoring images suffering from spatially-
varying degradations. Prior approaches are typically degradation-specific and employ the …

A hierarchical approach for rain or snow removing in a single color image

Y Wang, S Liu, C Chen, B Zeng - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
In this paper, we propose an efficient algorithm to remove rain or snow from a single color
image. Our algorithm takes advantage of two popular techniques employed in image …

Smartassign: Learning a smart knowledge assignment strategy for deraining and desnowing

Y Wang, C Ma, J Liu - … of the IEEE/CVF Conference on …, 2023 - openaccess.thecvf.com
Existing methods mainly handle single weather types. However, the connections of different
weather conditions at deep representation level are usually ignored. These connections, if …

Color image dehazing using gradient channel prior and guided l0 filter

M Kaur, D Singh, V Kumar, K Sun - Information Sciences, 2020 - Elsevier
Images obtained in poor weather circumstances such as fog, haze, smog, and thin cloud,
suffer from severe contrast, texture, edge, and color degradation issues. To restore these …

A comprehensive benchmark analysis of single image deraining: Current challenges and future perspectives

S Li, W Ren, F Wang, IB Araujo, EK Tokuda… - International Journal of …, 2021 - Springer
The capability of image deraining is a highly desirable component of intelligent decision-
making in autonomous driving and outdoor surveillance systems. Image deraining aims to …

Edge detection using guided Sobel image filtering

R Ranjan, V Avasthi - Wireless Personal Communications, 2023 - Springer
Edge detection plays a vital role in numerous engineering and scientific applications,
serving as a crucial technique for identifying disruptions, irregularities, boundaries, and …

Image desnowing via deep invertible separation

Y Quan, X Tan, Y Huang, Y Xu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Images taken on snowy days often suffer from severe negative visual effects caused by
snowflakes. The task of removing snowflakes from a snowy image is known as image …