Search Results - "Image deraining"

DerainCycleGAN: Rain Attentive CycleGAN for Single Image Deraining and Rainmaking by Wei, Yanyan, Zhang, Zhao, Wang, Yang, Xu, Mingliang, Yang, Yi, Yan, Shuicheng, Wang, Meng

“…Single Image Deraining (SID) is a relatively new and still challenging topic in emerging vision applications, and most of the recently emerged deraining…”
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Data-Driven single image deraining: A Comprehensive review and new perspectives by Zhang, Zhao, Wei, Yanyan, Zhang, Haijun, Yang, Yi, Yan, Shuicheng, Wang, Meng

“…•We present a comprehensive review and new perspectives for data-driven single image deraining (SID);•We re-examine the three factors (i.e., data, rain model…”
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Rain-Free and Residue Hand-in-Hand: A Progressive Coupled Network for Real-Time Image Deraining by Jiang, Kui, Wang, Zhongyuan, Yi, Peng, Chen, Chen, Wang, Zheng, Wang, Xiao, Jiang, Junjun, Lin, Chia-Wen

“…Rainy weather is a challenge for many vision-oriented tasks ( e.g. , object detection and segmentation), which causes performance degradation. Image deraining…”
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MFFDNet: Single Image Deraining via Dual-Channel Mixed Feature Fusion by Tao, Wenyin, Yan, Xuefeng, Wang, Yongzhen, Wei, Mingqiang

“…Images captured by vision-based measurement tools often suffer from detail blurring, color distortion, and visibility degradation due to rain streaks in rainy…”
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From heavy rain removal to detail restoration: A faster and better network by Wen, Yuanbo, Gao, Tao, Zhang, Jing, Zhang, Kaihao, Chen, Ting

“…The profound accumulation of precipitation during intense rainfall events can markedly degrade the quality of images, leading to the erosion of textural…”
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Recurrent wavelet structure-preserving residual network for single image deraining by Hsu, Wei-Yen, Chang, Wei-Chi

“…•A novel Recurrent Wavelet Structure-preserving Residual Network (RWSRNet) is proposed to pay attention to both the low-frequency and high-frequency parts of…”
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Dual-branch collaborative transformer for effective image deraining by Qi, Xuanyu, Song, Tianyu, Dong, Haobo, Jin, Jiyu, Jin, Guiyue, Li, Pengpeng

“…Recently, Transformer-based architecture has been introduced into single image deraining tasks due to its advantage in modeling non-local information. However,…”
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MMamba: Enhancing image deraining with Morton curve-driven locality learning by Ouyang, Zongzhi, Li, Wenhui

“…Rain streaks in images exhibit complex forms and spatial structures. Their removal not only requires restoring the clarity of the image but also aims to…”
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GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions by Wang, Tao, Zhang, Kaihao, Shao, Ziqian, Luo, Wenhan, Stenger, Bjorn, Lu, Tong, Kim, Tae-Kyun, Liu, Wei, Li, Hongdong

“…Image restoration in adverse weather conditions is a difficult task in computer vision. In this paper, we propose a novel transformer-based framework called…”
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Semi-Supervised Image Deraining Using Knowledge Distillation by Cui, Xin, Wang, Cong, Ren, Dongwei, Chen, Yunjin, Zhu, Pengfei

“…Image deraining has achieved considerable progress based on supervised learning with synthetic training pairs, but is usually limited in handling real-world…”
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Local and global knowledge distillation with direction-enhanced contrastive learning for single-image deraining by Luo, Yu, Huang, Qingdong, Ling, Jie, Lin, Kailong, Zhou, Teng

“…Single image deraining (SID) is a challenging problem since the rainy images contain a variety of backgrounds with rain streaks of different directions and…”
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Decomposition Makes Better Rain Removal: An Improved Attention-Guided Deraining Network by Jiang, Kui, Wang, Zhongyuan, Yi, Peng, Chen, Chen, Han, Zhen, Lu, Tao, Huang, Baojin, Jiang, Junjun

“…Rain streaks in the air show diverse characteristics with different shapes, directions, densities, even the complex overlapped phenomenon, causing great…”
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Scale-Free Single Image Deraining Via Visibility-Enhanced Recurrent Wavelet Learning by Yang, Wenhan, Liu, Jiaying, Yang, Shuai, Guo, Zongming

“…In this paper, we address a rain removal problem from a single image, even in the presence of large rain streaks and rain streak accumulation (where individual…”
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Continual Image Deraining With Hypergraph Convolutional Networks by Fu, Xueyang, Xiao, Jie, Zhu, Yurui, Liu, Aiping, Wu, Feng, Zha, Zheng-Jun

“…Image deraining is a challenging task since rain streaks have the characteristics of a spatially long structure and have a complex diversity. Existing deep…”
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Neural Schrödinger bridge for unpaired real-world image deraining by Wen, Yuanbo, Gao, Tao, Chen, Ting

“…Given the significant differences between domains, current unpaired learning methods struggle to accurately map the relationship between rainy and clear…”
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Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Prior by Zhang, Kaihao, Luo, Wenhan, Yu, Yanjiang, Ren, Wenqi, Zhao, Fang, Li, Changsheng, Ma, Lin, Liu, Wei, Li, Hongdong

“…Rain is a common natural phenomenon. Taking images in the rain however often results in degraded quality of images, thus compromises the performance of many…”
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Progressive network based on detail scaling and texture extraction: A more general framework for image deraining by Huang, Jiehui, Tang, Zhenchao, He, Xuedong, Zhou, Jun, Zhou, Defeng, Chen, Calvin Yu-Chian

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Wavelet-driven multi-frequency signal unlocking network for image deraining by Liu, Jiping, Chen, Hongyu, Cao, Shaohan, Wang, Yong, Zhu, Jun, Feng, Dejun, Xie, Yakun

“…Rain streaks and mist caused by rainfall can significantly degrade image quality, directly hindering downstream tasks. In recent years, wavelet transform-based…”
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Residual channel a priori rain removal algorithm guided by elemental attention mechanism by Ma, Ruiqiang, Chen, Xingzhi, Yang, Haoran, Wang, Kunxia

“…•Innovative adaptive De-raining Framework: introduces the euclidean distance adaptive Multi-stage residual network (EDAMRN), a groundbreaking adaptive…”
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RGPNet: Learning a detail-preserved progressive model for single image deraining based on gradient prior by Luo, Yu, Liang, Gaoquan, Ling, Jie, Zhou, Teng, Huang, Huiwu, Han, Tian

“…The issue of rain removal in images is challenging due to the diverse rain distributions and complex backgrounds. Although deraining capabilities have greatly…”
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