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 …

Multi-scale progressive fusion network for single image deraining

K Jiang, Z Wang, P Yi, C Chen… - Proceedings of the …, 2020 - openaccess.thecvf.com
Rain streaks in the air appear in various blurring degrees and resolutions due to different
distances from their positions to the camera. Similar rain patterns are visible in a rain image …

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

H Wang, Q Xie, 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 …

Recurrent squeeze-and-excitation context aggregation net for single image deraining

X Li, J Wu, Z Lin, H Liu, H Zha - Proceedings of the …, 2018 - openaccess.thecvf.com
Rain streaks can severely degrade the visibility, which causes many current computer vision
algorithms fail to work. So it is necessary to remove the rain from images. We propose a …

Spatial attentive single-image deraining with a high quality real rain dataset

T Wang, X Yang, K Xu, S Chen… - Proceedings of the …, 2019 - openaccess.thecvf.com
Removing rain streaks from a single image has been drawing considerable attention as rain
streaks can severely degrade the image quality and affect the performance of existing …

Removing rain from single images via a deep detail network

X Fu, J Huang, D Zeng, Y Huang… - Proceedings of the …, 2017 - openaccess.thecvf.com
We propose a new deep network architecture for removing rain streaks from individual
images based on the deep convolutional neural network (CNN). Inspired by the deep …

Semi-supervised transfer learning for image rain removal

W Wei, D Meng, Q Zhao, Z Xu… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Single image rain removal is a typical inverse problem in computer vision. The deep
learning technique has been verified to be effective for this task and achieved state-of-the-art …

Heavy rain image restoration: Integrating physics model and conditional adversarial learning

R Li, LF Cheong, RT Tan - … of the IEEE/CVF conference on …, 2019 - openaccess.thecvf.com
Most deraining works focus on rain streaks removal but they cannot deal adequately with
heavy rain images. In heavy rain, streaks are strongly visible, dense rain accumulation or …

Deep joint rain detection and removal from a single image

W Yang, RT Tan, J Feng, J Liu… - Proceedings of the …, 2017 - openaccess.thecvf.com
In this paper, we address a rain removal problem from a single image, even in the presence
of heavy rain and rain streak accumulation. Our core ideas lie in our new rain image model …

Joint rain detection and removal from a single image with contextualized deep networks

W Yang, RT Tan, J Feng, Z Guo… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
Rain streaks, particularly in heavy rain, not only degrade visibility but also make many
computer vision algorithms fail to function properly. In this paper, we address this visibility …