Deep scale-space mining network for single image deraining

P Li, J Jin, G Jin, L Fan, X Gao… - Proceedings of the …, 2022 - openaccess.thecvf.com
Images captured by outdoor vision systems can often be affected by rain weather, resulting
in severe degradation of the visual quality of the captured images. Therefore, image …

Image deraining transformer with sparsity and frequency guidance

T Song, P Li, G Jin, J Jin, S Fan… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
In recent years, Transformer has witnessed significant progress in the single image
deraining field. However, most existing methods do not consider the latent sparse …

Single image rain removal using recurrent scale-guide networks

C Wang, H Zhu, W Fan, XM Wu, J Chen - Neurocomputing, 2022 - Elsevier
Recently, removing rain streaks from a single image has attracted a lot of attention because
rain streaks can severely degrade the perceptual quality of the image and cause many …

A two-stage network with wavelet transformation for single-image deraining

H Yang, D Zhou, M Li, Q Zhao - The Visual Computer, 2023 - Springer
Image deraining is still a vital and challenging low-level computer vision task, the purpose of
which is to restore rain-free images from images degraded by rain streaks. Recently, many …

Symmetric Enhancement of Visual Clarity through a Multi-Scale Dilated Residual Recurrent Network Approach for Image Deraining

JA Bhutto, R Zhang, Z Rahman - Symmetry, 2023 - mdpi.com
Images captured during rainy days present the challenge of maintaining a symmetrical
balance between foreground elements (like rain streaks) and the background scenery. The …

Exploring a context-gated network for effective image deraining

T Song, P Li, S Fan, J Jin, G Jin, L Fan - Journal of Visual Communication …, 2024 - Elsevier
The existing deraining methods have obtained noteworthy improvements, but it is a
challenging problem to extend the methods for complicated rain conditions where rain …

Single image deraining via a recurrent multi-attention enhancement network

Y Liu, R Zhang, Y Zhang, X Yao, H Han - Signal Processing: Image …, 2023 - Elsevier
Single image deraining has attracted considerable attention because rain streaks can
severely degrade image quality and affect performance in computer vision tasks. While …

Progressive hybrid-modulated network for single image deraining

X Yu, G Zhang, F Tan, F Li, W Xie - Mathematics, 2023 - mdpi.com
Rainy degeneration damages an image's visual effect and influences the performance of
subsequent vision tasks. Various deep learning methods for single image deraining have …

Scale-Space Feature Recalibration Network for Single Image Deraining

P Li, J Jin, G Jin, L Fan - Sensors, 2022 - mdpi.com
Computer vision technology is increasingly being used in areas such as intelligent security
and autonomous driving. Users need accurate and reliable visual information, but the …

Dual-branch collaborative transformer for effective image deraining

X Qi, T Song, H Dong, J Jin, G Jin, P Li - Journal of Visual Communication …, 2024 - Elsevier
Recently, Transformer-based architecture has been introduced into single image deraining
tasks due to its advantage in modeling non-local information. However, existing approaches …