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Removing adverse weather conditions such as rain, raindrop, and snow from images is critical for various real-world applications, including autonomous driving, surveillance, and remote sensing.
Vision in bad weather
Shree K Nayar and Srinivasa G Narasimhan · 1999
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Contrast restoration of weather degraded images
Srinivasa G. Narasimhan and Shree K. Nayar · 2003
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Image quality assessment: from error visibility to structural similarity
Zhou Wang, Alan C Bovik, Hamid R Sheikh, and Eero P Simoncelli · 2004
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Image-to-image translation with conditional adversarial networks
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A Efros · 2017
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Removing rain from single images via a deep detail network
Xueyang Fu, Jiabin Huang, Delu Zeng, Yue Huang, Xinghao Ding, and John Paisley · 2017
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Attentive generative adversarial network for raindrop removal from a single image
Rui Qian, Robby T. Tan, Wenhan Yang, Jiajun Su, and Jiaying Liu · 2018
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Desnownet: Context-aware deep network for snow removal
Yun-Fu Liu, Da-Wei Jaw, Shih-Chia Huang, and Jenq-Neng Hwang · 2018
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Attentive generative adversarial network for raindrop removal from a single image
Rui Qian, Robby T Tan, Wenhan Yang, Jiajun Su, and Jiaying Liu · 2018
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Image de-raining using a conditional generative adversarial network
He Zhang, Vishwanath Sindagi, and Vishal M Patel · 2019
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Heavy rain image restoration: Integrating physics model and conditional adversarial learning
Ruoteng Li, Loong-Fah Cheong, and Robby T Tan · 2019
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Depth-attentional features for single-image rain removal
Xiaowei Hu, Chi-Wing Fu, Lei Zhu, and Pheng-Ann Heng · 2019
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Deep learning for seeing through window with raindrops
Yuhui Quan, Shijie Deng, Yixin Chen, and Hui Ji · 2019
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All in one bad weather removal using architectural search
Ruoteng Li, Robby T Tan, and Loong-Fah Cheong · 2020
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Hyperspectral image restoration via cnn denoiser prior regularized low-rank tensor recovery
Haijin Zeng, Xiaozhen Xie, Haojie Cui, Yuan Zhao, and Jifeng Ning · 2020
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A survey of autonomous driving: Common practices and emerging technologies
Ekim Yurtsever, Jacob Lambert, Alexander Carballo, and Kazuya Takeda · 2020
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Multi-scale progressive fusion network for single image deraining
Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Baojin Huang, Yimin Luo, Jiayi Ma, and Junjun Jiang · 2020
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A model-driven deep neural network for single image rain removal
Hong Wang, Qi Xie, Qian Zhao, and Deyu Meng · 2020
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Single image deraining: From model-based to data-driven and beyond
Wenhan Yang, Robby T Tan, Shiqi Wang, Yuming Fang, and Jiaying Liu · 2020
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Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal
Wei-Ting Chen, Hao-Yu Fang, Jian-Jiun Ding, Cheng-Che Tsai, and Sy-Yen Kuo · 2020
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Desnowgan: An efficient single image snow removal framework using cross-resolution lateral connection and gans
Da-Wei Jaw, Shih-Chia Huang, and Sy-Yen Kuo · 2020
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Weakly supervised learning for raindrop removal on a single image
Wenjie Luo, Jianhuang Lai, and Xiaohua Xie · 2020
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X-net for single image raindrop removal
Jiamin Lin and Longquan Dai · 2020
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Sequential dual attention network for rain streak removal in a single image
Chih-Yang Lin, Zhuang Tao, Ai-Sheng Xu, Li-Wei Kang, and Fityanul Akhyar · 2020
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Raindrop removal with light field image using image inpainting
Tao Yang, Xiaofei Chang, Hang Su, Nathan Crombez, Yassine Ruichek, Tomas Krajnik, and Zhi Yan · 2020
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An overview of autonomous vehicles sensors and their vulnerability to weather conditions
Jorge Vargas, Suleiman Alsweiss, Onur Toker, Rahul Razdan, and Joshua Santos · 2021
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Let it snow: On the synthesis of adverse weather image data
Thomas Rothmeier and Werner Huber · 2021
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Swinir: Image restoration using swin transformer
Jingyun Liang, Jiezhang Cao, Guolei Sun, Kai Zhang, Luc Van Gool, and Radu Timofte · 2021
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Single-image real-time rain removal based on depth-guided non-local features
Xiaowei Hu, Lei Zhu, Tianyu Wang, Chi-Wing Fu, and Pheng-Ann Heng · 2021
Cited alongside, same era.
Improving de-raining generalization via neural reorganization
Jie Xiao, Man Zhou, Xueyang Fu, Aiping Liu, and Zheng-Jun Zha · 2021
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Deep dense multi-scale network for snow removal using semantic and depth priors
Unsupervised deraining: Where contrastive learning meets self-similarity
Yuntong Ye, Changfeng Yu, Yi Chang, Lin Zhu, Xi-Le Zhao, Luxin Yan, and Yonghong Tian · 2022
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Deep fourier-based exposure correction network with spatial-frequency interaction
Jie Huang, Yajing Liu, Feng Zhao, Keyu Yan, Jinghao Zhang, Yukun Huang, Man Zhou, and Zhiwei Xiong · 2022
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Multi-scale rain removal across multiple frequencies sub-bands using ms-cyclegans
Lai Meng Tang, Li Hong Idris Lim, and Paul Siebert · 2022
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Raingan: Unsupervised raindrop removal via decomposition and composition
Xu Yan and Yuan Ren Loke · 2022
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Toward snow removal via the diversity and complexity of snow image
Yan Shen, Jiange Xu, Xiaotao Shao, Jinbiao Zhu, and Xinmin Wang · 2022
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Kaihao Zhang, Rongqing Li, Yanjiang Yu, Wenhan Luo, and Changsheng Li · 2021
Cited alongside, same era.
Online rain/snow removal from surveillance videos
Minghan Li, Xiangyong Cao, Qian Zhao, Lei Zhang, and Deyu Meng · 2021
Cited alongside, same era.
Dual attention-in-attention model for joint rain streak and raindrop removal
Kaihao Zhang, Dongxu Li, Wenhan Luo, and Wenqi Ren · 2021
Cited alongside, same era.
Removing raindrops and rain streaks in one go
Ruijie Quan, Xin Yu, Yuanzhi Liang, and Yi Yang · 2021
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Rain streak removal from light field images
Yuyang Ding, Mingyue Li, Tao Yan, Fan Zhang, Yuan Liu, and Rynson WH Lau · 2021
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Memory oriented transfer learning for semi-supervised image deraining
Huaibo Huang, Aijing Yu, and Ran He · 2021
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Controlling the rain: From removal to rendering
Siqi Ni, Xueyun Cao, Tao Yue, and Xuemei Hu · 2021
Cited alongside, same era.
Sotiris Karavarsamis, Alexandros Doumanoglou, Konstantinos Konstantoudakis, and Dimitrios Zarpalas · 2022
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Landslide evolution state prediction and down-level control based on multi-task learning
Shu Sun, Xiaoping Wang, Junnan Li, and Cheng Lian · 2022
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Transweather: Transformer-based restoration of images degraded by adverse weather conditions
Jeya Maria Jose Valanarasu, Rajeev Yasarla, and Vishal M Patel · 2022
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Learning multiple adverse weather removal via two-stage knowledge learning and multi-contrastive regularization: Toward a unified model
Wei-Ting Chen, Zhi-Kai Huang, Cheng-Che Tsai, Hao-Hsiang Yang, Jian-Jiun Ding, and Sy-Yen Kuo · 2022
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Learning weather-general and weather-specific features for image restoration under multiple adverse weather conditions
Yurui Zhu, Tianyu Wang, Xueyang Fu, Xuanyu Yang, Xin Guo, Jifeng Dai, Yu Qiao, and Xiaowei Hu · 2023
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Perception and sensing for autonomous vehicles under adverse weather conditions: A survey
Yuxiao Zhang, Alexander Carballo, Hanting Yang, and Kazuya Takeda · 2023
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Vision transformers in image restoration: A survey
Anas M Ali, Bilel Benjdira, Anis Koubaa, Walid El-Shafai, Zahid Khan, and Wadii Boulila · 2023
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Deep learning for weather condition adaptation in autonomous vehicles
Linda Rutten · 2023
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Spatial-temporal self-attention transformer networks for battery state of charge estimation
Dapai Shi, Jingyuan Zhao, Zhenghong Wang, Heng Zhao, Junbin Wang, Yubo Lian, and Andrew F Burke · 2023
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Transformer architecture and attention mechanisms in genome data analysis: a comprehensive review
Sanghyuk Roy Choi and Minhyeok Lee · 2023
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The recovery of river chemistry from acid rain in the mississippi river basin amid intensifying anthropogenic activities and climate change
Daniel Kozar, Xiaoli Dong, and Li Li · 2023
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Continual image deraining with hypergraph convolutional networks
Xueyang Fu, Jie Xiao, Yurui Zhu, Aiping Liu, Feng Wu, and Zheng-Jun Zha · 2023
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Sparse sampling transformer with uncertainty-driven ranking for unified removal of raindrops and rain streaks
Sixiang Chen, Tian Ye, Jinbin Bai, Erkang Chen, Jun Shi, and Lei Zhu · 2023
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Dual gradient based snow attentive desnowing
Guisik Kim, Sungmin Cho, Dokyeong Kwon, Seo Hyeon Lee, and Junseok Kwon · 2023
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Frequency-oriented efficient transformer for all-in-one weather-degraded image restoration
Tao Gao, Yuanbo Wen, Kaihao Zhang, Jing Zhang, Ting Chen, Lidong Liu, and Wenhan Luo · 2024
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Multiple adverse weather removal using masked-based pre-training and dual-pooling adaptive convolution
Shugo Yamashita and Masaaki Ikehara · 2024
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Lrb-t: local reasoning back-projection transformer for the removal of bad weather effects in images
Pengyu Wang, Hongqing Zhu, Huaqi Zhang, and Suyi Yang · 2024
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A comprehensive survey on image dehazing for different atmospheric scattering models
Shunmin An, Xixia Huang, Lujia Cao, and Linling Wang · 2024
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Denoising swin transformer and perceptual peak signal-to-noise ratio for low-dose ct image denoising
Boyan Zhang, Yingqi Zhang, Binjie Wang, Xin He, Fan Zhang, and Xinhong Zhang · 2024
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