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 …

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 …

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 …

Advancing image understanding in poor visibility environments: A collective benchmark study

W Yang, Y Yuan, W Ren, J Liu… - … on Image Processing, 2020 - ieeexplore.ieee.org
Existing enhancement methods are empirically expected to help the high-level end
computer vision task: however, that is observed to not always be the case in practice. We …

Erase or fill? deep joint recurrent rain removal and reconstruction in videos

J Liu, W Yang, S Yang, Z Guo - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
In this paper, we address the problem of video rain removal by constructing deep recurrent
convolutional networks. We visit the rain removal case by considering rain occlusion …

Robust video content alignment and compensation for rain removal in a cnn framework

J Chen, CH Tan, J Hou, LP Chau… - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Rain removal is important for improving the robustness of outdoor vision based systems.
Current rain removal methods show limitations either for complex dynamic scenes shot from …

Video deraining and desnowing using temporal correlation and low-rank matrix completion

JH Kim, JY Sim, CS Kim - IEEE Transactions on Image …, 2015 - ieeexplore.ieee.org
A novel algorithm to remove rain or snow streaks from a video sequence using temporal
correlation and low-rank matrix completion is proposed in this paper. Based on the …

Fastderain: A novel video rain streak removal method using directional gradient priors

TX Jiang, TZ Huang, XL Zhao… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Rain streaks removal is an important issue in outdoor vision systems and has recently been
investigated extensively. In this paper, we propose a novel video rain streak removal …

Video desnowing and deraining based on matrix decomposition

W Ren, J Tian, Z Han, A Chan… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
The existing snow/rain removal methods often fail for heavy snow/rain and dynamic scene.
One reason for the failure is due to the assumption that all the snowflakes/rain streaks are …

Video adverse-weather-component suppression network via weather messenger and adversarial backpropagation

Y Yang, AI Aviles-Rivero, H Fu, Y Liu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Although convolutional neural networks (CNNs) have been proposed to remove adverse
weather conditions in single images using a single set of pre-trained weights, they fail to …