Video deraining via nonlocal low-rank regularization
Sign Up to like & getrecommendations! Published in 2020 at "Applied Mathematical Modelling"
DOI: 10.1016/j.apm.2019.10.065
Abstract: Abstract Outdoor videos captured in rainy weather may be significantly corrupted by the undesired rain streaks, which severely affect the video processing tasks in outdoor computer vision systems. In this paper, we propose a tensor-based… read more here.
Keywords: video; nonlocal low; rain streaks; rank regularization ... See more keywords
Rain streaks removal from single image based on texture constraint of background scene
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
DOI: 10.1016/j.neucom.2020.08.025
Abstract: Abstract Removing rain streaks from single image is mathematically ill-defined and the known strategies tend to over-smooth the background and remove image details. To tackle this problem, this paper proposes a novel two-stage system. Firstly,… read more here.
Keywords: rain; image; rain streaks; texture constraint ... See more keywords
Rain Removal From Light Field Images With 4D Convolution and Multi-Scale Gaussian Process
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tap.2022.3218759
Abstract: Existing deraining methods focus mainly on a single input image. However, with just a single input image, it is extremely difficult to accurately detect and remove rain streaks, in order to restore a rain-free image.… read more here.
Keywords: light field; lfis; sub views; rain streaks ... See more keywords
Rain Streak Removal From Light Field Images
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2021.3063853
Abstract: Raining is a common weather condition, and may seriously degrade the performances of outdoor computer vision systems, such as surveillance and autonomous navigation. Rain streaks may exhibit diverse appearances in the captured images, depending on… read more here.
Keywords: rain streaks; sub aperture; rain; aperture views ... See more keywords
EAGNet: Elementwise Attentive Gating Network-Based Single Image De-Raining With Rain Simplification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2021.3068985
Abstract: Rain streaks are one of the main factors that degrade the performance of computer vision algorithms. Therefore, a preprocessing method is needed to remove rain streaks from rainy images. The main issue of the rain… read more here.
Keywords: elementwise attentive; rain; attentive gating; rain streaks ... See more keywords
Single Image Rain Streak Decomposition Using Layer Priors
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2017.2708841
Abstract: Rain streaks impair visibility of an image and introduce undesirable interference that can severely affect the performance of computer vision and image analysis systems. Rain streak removal algorithms try to recover a rain streak free… read more here.
Keywords: rain streak; rain streaks; decomposition; single image ... See more keywords
D3R-Net: Dynamic Routing Residue Recurrent Network for Video Rain Removal
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2018.2869722
Abstract: In this paper, we address the problem of video rain removal by considering rain occlusion regions, i.e., very low light transmittance for rain streaks. Different from additive rain streaks, in such occlusion regions, the details… read more here.
Keywords: rain; recurrent; dynamic routing; d3r net ... See more keywords
Macroscopic-and-Microscopic Rain Streaks Disentanglement Network for Single-Image Deraining
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2023.3272173
Abstract: Single-image deraining aims to restore the image that is degraded by the rain streaks, where the long-standing bottleneck lies in how to disentangle the rain streaks from the given rainy image. Despite the progress made… read more here.
Keywords: underline underline; network; rain streaks; single image ... See more keywords
Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2020.3015897
Abstract: Recently emerged deep learning methods have achieved great success in single image rain streaks removal. However, existing methods ignore an essential factor in the rain streaks generation mechanism, i.e., the motion blur leading to the… read more here.
Keywords: neural network; streaks removal; rain streaks; image ... See more keywords