Awesome-Computer-Vision-Adverse-Weather

The survey on the computer vision works under the adverse weather conditions

📋 Notations and Abbreviation

Emoji	Description
📷	Single Image
📹	Video-based
🛰️	Remote Sensing Data
🌃	Night
📊	Benchmark

Venue Abbreviation (click to expand)

• Conference:

Abbreviation	Full Name
CVPR	Computer Vision and Pattern Recognition
ICCV	International Conference on Computer Vision
ECCV	European Conference on Computer Vision
AAAI	AAAI Conference on Artificial Intelligence
ICASSP	IEEE International Conference on Acoustics, Speech, and Signal Processing
WACV	IEEE Winter Conference on Applications of Computer Vision
ICAR	IEEE International Conference on Robotics and Automation
ACCV	Asian Conference on Computer Vision
ACPR	Asian Conference on Pattern Recognition
ISM	IEEE International Symposium on Multimedia
ICIP	IEEE International Conference on Image Processing
CVM	Computational Visual Media
ICTC	International Conference on Information and Communication Technology Convergence
ITSC	IEEE International Intelligent Transportation Systems Conference

• Journal:

Abbreviation	Full Name
TOG	ACM Transactions on Graphics
TPAMI	IEEE Transactions on Pattern Analysis and Machine Intelligence
IJCV	International Journal of Computer Vision
TIP	IEEE Transactions on Image Processing
TCSVT	IEEE Transactions on Circuits and Systems for Video Technology
TIM	IEEE Transactions on Instrumentation and Measurement
TCI	IEEE Transactions on Computational Imaging
ARCME	Archives of Computational Methods in Engineering
OE	Optical Engineering
Opt. Express	Optics Express

🧭 Navigation

• Low-level Vision
       🌫️ Haze removal / Fog Removal / Dehazing / Defogging
       🌧️ Rain removal / Deraining / De-raining
           ☔ Rain Streak Removal
           💧 Raindrop Removal
       ❄️ Snow Removal / Desnowing / De-snowing
       All-in-One (AiO) Adverse Weather Removal

• High-level Vision
       Object Detection
       Semantic Segmentation
       Object Tracking
       Depth Estimation
       Autonomous Driving
       Scene Stylization

• Citation | Contributing

Related Literature Review

Paper	Venue	Year	Data	Link	Code
A comprehensive review of computational dehazing techniques Dilbag Singh, Vijay Kumar	ARCME	2018	📷	Paper
A survey on all-in-one image restoration: Taxonomy, evaluation and future trends Junjun Jiang, Zengyuan Zuo, Gang Wu, Kui Jiang, Xianming Liu	TPAMI	2025	📷	Paper	Code

Low-level Vision

🌫️ Haze removal / Fog Removal / Dehazing / Defogging

Paper List (click to expand)

Paper	Venue	Year	Data	Method	Link	Code
Visibility in bad weather from a single image Robby T. Tan	CVPR	2008	📷	Model-based	Paper	Code
Benchmarking single-image dehazing and beyond Boyi Li; Wenqi Ren; Dengpan Fu; Dacheng Tao; Dan Feng; Wenjun Zeng	TIP	2018	📷📊	Benchmark	Paper	Code
Single image dehazing Raanan Fattal	TOG	2008	📷	Model-based	Paper	Code
Enhanced pix2pix dehazing network Yanyun Qu; Yizi Chen; Jingying Huang; Yuan Xie	CVPR	2019	📷	CNN	Paper	Code
Contrastive learning for compact single image dehazing Haiyan Wu, Yanyun Qu, Shaohui Lin, Jian Zhou, Ruizhi Qiao, Zhizhong Zhang, Yuan Xie, Lizhuang Ma	CVPR	2021	📷	Contrastive Learning	Paper	Code
Non-local image dehazing Dana Berman, Tali Treibitz, Shai Avidan	CVPR	2016	📷	Model-based	Paper	Code
Vision transformers for single image dehazing Yuda Song, Zhuqing He, Hui Qian, Xin Du	TIP	2023	📷	Transformer	Paper	Code
Cycle-dehaze: Enhanced cyclegan for single image dehazing Deniz Engin, Anil Genc, Hazim Kemal Ekenel	CVPR	2018	📷	GAN	Paper	Code
Single image dehazing by multi-scale fusion Codruta Orniana Ancuti, Cosmin Ancuti	TIP	2013	📷	Fusion-based	Paper	Code
Dehazing using color-lines Raanan Fattal	TOG	2014	📷	Model-based	Paper	Code
A comprehensive review on analysis and implementation of recent image dehazing methods Subhash Chand Agrawal, Anand Singh Jalal	ARCME	2022	📷	Survey	Paper
Single image dehazing via multi-scale convolutional neural networks Wenqi Ren, Si Liu, Hua Zhang, Jinshan Pan, Xiaochun Cao, Ming-Hsuan Yang	ECCV	2016	📷	Fusion-based	Paper	Code
A review of remote sensing image dehazing Juping Liu, Shiju Wang, Xin Wang, Mingye Ju, Dengyin Zhang	Sensors	2021	📷	Survey	Paper	Code
Aod-net: All-in-one dehazing network Boyi Li, Xiulian Peng, Zhangyang Wang, Jizheng Xu, Dan Feng	ICCV	2017	📷	CNN	Paper	Code
An all-in-one network for dehazing and beyond Boyi Li, Xiulian Peng, Zhangyang Wang, Jizheng Xu, Dan Feng	ArXiv	2017	📷	CNN	Paper	Code
An investigation of dehazing effects on image and video coding Kristofor B. Gibson, Dung T. Vo, Truong Q. Nguyen	TIP	2011	📹	Model-based	Paper
Griddehazenet: Attention-based multi-scale network for image dehazing Xiaohong Liu, Yongrui Ma, Zhihao Shi, Jun Chen	ICCV	2019	📷	CNN	Paper	Code
Fast image dehazing method based on linear transformation Wencheng Wang, Xiaohui Yuan, Xiaojin Wu, Yunlong Liu		2017	📷	Model-based	Paper
Domain adaptation for image dehazing Yuanjie Shao, Lerenhan Li, Wenqi Ren, Changxin Gao, Nong Sang	CVPR	2020	📷	Domain Adaptation	Paper	Code
Perceiving and modeling density for image dehazing Tian Ye, Yunchen Zhang, Mingchao Jiang, Liang Chen, Yun Liu, Sixiang Chen, Erkang Chen	ECCV	2022	📷	CNN	Paper	Code
Densely connected pyramid dehazing network He Zhang, Vishal M. Patel	CVPR	2018	📷	CNN	Paper	Code
Single remote sensing image dehazing Jiao Long, Zhenwei Shi, Wei Tang, Changshui Zhang		2013	📷	Model-based	Paper	Code
Single image dehazing using haze-lines Dana Berman, Tali Treibitz, Shai Avidan	TPAMI	2018	📷	Model-based	Paper
D-hazy: A dataset to evaluate quantitatively dehazing algorithms Cosmin Ancuti, Codruta O. Ancuti, Christophe De Vleeschouwer	ICIP	2016	📷	Benchmark	Paper
Recent advances in image dehazing Wencheng Wang, Xiaohui Yuan	JAS	2017	📷	Survey	Paper
Gated fusion network for single image dehazing Wenqi Ren, Lin Ma, Jiawei Zhang, Jinshan Pan, Xiaochun Cao, Wei Liu, Ming-Hsuan Yang	CVPR	2018	📷	Fusion-based	Paper	Code
Dehazegan: When image dehazing meets differential programming. Hongyuan Zhu, Xi Peng, Vijay Chandrasekhar, Liyuan Li, Joo-Hwee Lim		2018	📷	GAN	Paper
Semi-supervised image dehazing Lerenhan Li, Yunlong Dong, Wenqi Ren, Jinshan Pan, Changxin Gao, Nong Sang, Ming-Hsuan Yang	TIP	2019	📷	Unsupervised	Paper	Code
Instant dehazing of images using polarization Y.Y. Schechner, S.G. Narasimhan, S.K. Nayar	CVPR	2001	📷	Polarization	Paper
Single image dehazing based on the physical model and MSRCR algorithm Jinbao Wang, Ke Lu, Jian Xue, Ning He, Ling Shao	TCSVT	2017	📷	Model-based	Paper	Code
Trident dehazing network Jing Liu, Haiyan Wu, Yuan Xie, Yanyun Qu, Lizhuang Ma	CVPR	2020	📷	CNN	Paper	Code
Review of dehazing techniques: challenges and future trends Abeer Ayoub, Walid El-Shafai, Fathi E. Abd El-Samie, Ehab K. I. Hamad, El-Sayed M. EL-Rabaie	Multimed Tools Appl.	2025	📷	Survey	Paper
Investigating haze-relevant features in a learning framework for image dehazing Ketan Tang, Jianchao Yang, Jue Wang	CVPR	2014	📷	CNN	Paper	Code
Single image dehazing using saturation line prior Pengyang Ling, Huaian Chen, Xiao Tan, Yi Jin, Enhong Chen	TIP	2023	📷	Model-based	Paper	Code
EENet: An effective and efficient network for single image dehazing Yuning Cui, Qiang Wang, Chaopeng Li, Wenqi Ren, Alois Knoll	PR	2025	📷	CNN	Paper	Code
Efficient image dehazing with boundary constraint and contextual regularization Gaofeng Meng, Ying Wang, Jiangyong Duan, Shiming Xiang, Chunhong Pan	ICCV	2013	📷	Model-based	Paper	Code
Quality evaluation of image dehazing methods using synthetic hazy images Xiongkuo Min, Guangtao Zhai, Ke Gu, Yucheng Zhu, Jiantao Zhou, Guodong Guo, Xiaokang Yang, Xinping Guan, Wenjun Zhang		2019	📷	Benchmark	Paper
Single image dehazing via conditional generative adversarial network Runde Li, Jinshan Pan, Zechao Li, Jinhui Tang	CVPR	2018	📷	GAN	Paper	Code
Initial results in underwater single image dehazing N Carlevaris-Bianco, A Mohan, R M Eustice		2010	📷	Model-based	Paper
Frequency and spatial dual guidance for image dehazing Hu Yu, Naishan Zheng, Man Zhou, Jie Huang, Zeyu Xiao, Feng Zhao	ECCV	2022	📷		Paper	Code
End-to-end united video dehazing and detection Boyi Li, Xiulian Peng, Zhangyang Wang, Jizheng Xu, Dan Feng	AAAI	2018	📹	CNN	Paper
Dehazing evaluation: Real-world benchmark datasets, criteria, and baselines Shiyu Zhao, Lin Zhang, Shuaiyi Huang, Ying Shen, Shengjie Zhao	TIP	2020	📷	Benchmark	Paper	Code
Single image dehazing using ranking convolutional neural network Yafei Song, Jia Li, Xiaogang Wang, Xiaowu Chen		2017	📷	CNN	Paper
Rethinking performance gains in image dehazing networks Yuda Song, Yang Zhou, Hui Qian, Xin Du	ArXiv	2022	📷	CNN	Paper	Code
Learning deep priors for image dehazing Yang Liu, Jinshan Pan, Jimmy Ren, Zhixun Su	ICCV	2019	📷	Model-based	Paper	Code
FAMED-Net: A fast and accurate multi-scale end-to-end dehazing network Jing Zhang, Dacheng Tao	TIP	2019	📷	CNN	Paper	Code
A comparative study of image dehazing algorithms Anil Singh Parihar, Yash Kumar Gupta, Yash Singodia, Vibhu Singh, Kavinder Singh		2020	📷	Survey	Paper
Color image dehazing using the near-infrared Lex Schaul, Clement Fredembach, Sabine Susstrunk	ICIP	2009	📷	Fusion-based	Paper
Image dehazing using polarization effects of objects and airlight Shuai Fang, XiuShan Xia, Xing Huo, ChangWen Chen	Opt. Express	2014	📷	Polarization	Paper
An iterative image dehazing method with polarization Linghao Shen, Yongqiang Zhao, Qunnie Peng, Jonathan Cheung-Wai Chan, Seong G. Kong		2018	📷	Polarization	Paper	Code
Effective single image dehazing by fusion Codruta Orniana Ancuti, Cosmin Ancuti, Philippe Bekaert	ICIP	2010	📷	Fusion-based	Paper
Perceptual evaluation of single image dehazing algorithms Kede Ma, Wentao Liu, Zhou Wang	ICIP	2015	📷	Benchmark	Paper
Curricular contrastive regularization for physics-aware single image dehazing Yu Zheng, Jiahui Zhan, Shengfeng He, Junyu Dong, Yong Du	CVPR	2023	📷	Contrastive Learning	Paper	Code
Zero-shot image dehazing Boyun Li, Yuanbiao Gou, Jerry Zitao Liu, Hongyuan Zhu, Joey Tianyi Zhou, Xi Peng	TIP	2020	📷	Unsupervised	Paper	Code
Light-DehazeNet: a novel lightweight CNN architecture for single image dehazing Hayat Ullah, Khan Muhammad, Muhammad Irfan, Saeed Anwar, Muhammad Sajjad, Ali Shariq Imran, Victor Hugo C. de Albuquerque	TIP	2021	📷	CNN	Paper	Code
Image dehazing using residual-based deep CNN Jinjiang Li, Guihui Li, Hui Fan		2018	📷	CNN	Paper	Code
A fast image dehazing algorithm using morphological reconstruction Sebastian Salazar-Colores, Eduardo Cabal-Yepez, Juan M. Ramos-Arreguin, Guillermo Botella, Luis M. Ledesma-Carrillo, Sergio Ledesma	TIP	2018	📷	Model-based	Paper
Efficient single image dehazing and denoising: An efficient multi-scale correlated wavelet approach Xin Liu, He Zhang, Yiu-ming Cheung, Xinge You, Yuan Yan Tang		2017	📷	Model-based	Paper
A review on dark channel prior based image dehazing algorithms Sungmin Lee, Seokmin Yun, Ju-Hun Nam, Chee Sun Won, Seung-Won Jung		2016	📷	Survey	Paper
Physics-based feature dehazing networks Jiangxin Dong, Jinshan Pan	ECCV	2020	📷	CNN	Paper
Deep video dehazing with semantic segmentation Wenqi Ren, Jingang Zhang, Xiangyu Xu, Lin Ma, Xiaochun Cao, Gaofeng Meng, Wei Liu	TIP	2018	📹	CNN	Paper
Hazerd: an outdoor scene dataset and benchmark for single image dehazing Yanfu Zhang, Li Ding, Gaurav Sharma	ICIP	2017	📷	Benchmark	Paper
U-shaped vision mamba for single image dehazing Zhuoran Zheng, Chen Wu	ArXiv	2024	📷	Transformer	Paper
FFA-Net: Feature fusion attention network for single image dehazing Xu Qin, Zhilin Wang, Yuanchao Bai, Xiaodong Xie, Huizhu Jia	AAAI	2020	📷	CNN	Paper
O-haze: a dehazing benchmark with real hazy and haze-free outdoor images Codruta O. Ancuti, Cosmin Ancuti, Radu Timofte, Christophe De Vleeschouwer	CVPR	2018	📷	Benchmark	Paper
Image dehazing transformer with transmission-aware 3d position embedding Chun-Le Guo, Qixin Yan, Saeed Anwar, Runmin Cong, Wenqi Ren, Chongyi Li	CVPR	2022	📷	Transformer	Paper
Single image dehazing based on contrast enhancement Jin-Hwan Kim, Jae-Young Sim, Chang-Su Kim	ICASSP	2011	📷	Model-based	Paper
RefineDNet: A weakly supervised refinement framework for single image dehazing Shiyu Zhao, Lin Zhang, Ying Shen, Yicong Zhou	TIP	2021	📷	Unsupervised	Paper
Underwater image enhancement by wavelength compensation and dehazing J. Y. Chiang, Ying-Ching Chen	TIP	2011	📷	Fusion-based	Paper
Knowledge transfer dehazing network for nonhomogeneous dehazing Haiyan Wu, Jing Liu, Yuan Xie, Yanyun Qu, Lizhuang Ma	CVPR	2020	📷	CNN	Paper
Near-infrared guided color image dehazing Chen Feng, Shaojie Zhuo, Xiaopeng Zhang, Liang Shen, Sabine Süsstrunk	ICIP	2013	📷	Fusion-based	Paper
A review on intelligence dehazing and color restoration for underwater images Min Han, Zhiyu Lyu, Tie Qiu, Meiling Xu		2018	📷	Survey	Paper
UCL-dehaze: Toward real-world image dehazing via unsupervised contrastive learning Yongzhen Wang, Xuefeng Yan, Fu Lee Wang, Haoran Xie, Wenhan Yang, Xiao-Ping Zhang, Jing Qin, Mingqiang Wei	TIP	2024	📷	Contrastive Learning	Paper
Enhanced variational image dehazing Adrian Galdran, Javier Vazquez-Corral, David Pardo, Marcelo Bertalmío		2015	📷	Variational	Paper
Optimized contrast enhancement for real-time image and video dehazing Jin-Hwan Kim, Won-Dong Jang, Jae-Young Sim, Chang-Su Kim		2013	📹	Model-based	Paper
Multi-scale boosted dehazing network with dense feature fusion Hang Dong, Jinshan Pan, Lei Xiang, Zhe Hu, Xinyi Zhang, Fei Wang, Ming-Hsuan Yang	CVPR	2020	📷		Paper
Deep multi-model fusion for single-image dehazing Zijun Deng, Lei Zhu, Xiaowei Hu, Chi-Wing Fu, Xuemiao Xu, Qing Zhang, Jing Qin, Pheng-Ann Heng	ICCV	2019	📷		Paper
Image dehazing by artificial multiple-exposure image fusion A. Galdran		2018	📷	Fusion-based	Paper
A survey of image dehazing approaches C. Chengtao, Z. Qiuyu, L. Yanhua		2015	📷	Survey	Paper
Depth information assisted collaborative mutual promotion network for single image dehazing Yafei Zhang, Shen Zhou, Huafeng Li	CVPR	2024	📷		Paper
IDGCP: Image dehazing based on gamma correction prior Mingye Ju, Can Ding, Y. Jay Guo, Dengyin Zhang	TIP	2019	📷		Paper
You only look yourself: Unsupervised and untrained single image dehazing neural network Boyun Li, Yuanbiao Gou, Shuhang Gu, Jerry Zitao Liu, Joey Tianyi Zhou, Xi Peng	IJCV	2021	📷		Paper
Mixdehazenet: Mix structure block for image dehazing network Liping Lu, Qian Xiong, Bingrong Xu, Duanfeng Chu		2024	📷	CNN	Paper	Code
IDRLP: Image dehazing using region line prior Mingye Ju, Can Ding, Charles A. Guo, Wenqi Ren, Dacheng Tao	TIP	2021	📷		Paper
Night-time dehazing by fusion Cosmin Ancuti, Codruta O. Ancuti, Christophe De Vleeschouwer, Alan C. Bovik	ICIP	2016	📷		Paper
Detection-friendly dehazing: Object detection in real-world hazy scenes Chengyang Li, Heng Zhou, Yang Liu, Caidong Yang, Yongqiang Xie, Zhongbo Li, Liping Zhu	TPAMI	2023	📷		Paper
Self-guided image dehazing using progressive feature fusion Haoran Bai, Jinshan Pan, Xinguang Xiang, Jinhui Tang	TIP	2022	📷		Paper
Ridcp: Revitalizing real image dehazing via high-quality codebook priors Rui-Qi Wu, Zheng-Peng Duan, Chun-Le Guo, Zhi Chai, Chongyi Li	CVPR	2023	📷		Paper
On the duality between retinex and image dehazing Adrian Galdran, Aitor Alvarez-Gila, Alessandro Bria, Javier Vazquez-Corral, Marcelo Bertalmío	CVPR	2018	📷		Paper
From synthetic to real: Image dehazing collaborating with unlabeled real data Ye Liu, Lei Zhu, Shunda Pei, Huazhu Fu, Jing Qin, Qing Zhang, Liang Wan, Wei Feng		2021	📷		Paper
A comprehensive survey and taxonomy on single image dehazing based on deep learning Jie Gui, Xiaofeng Cong, Yuan Cao, Wenqi Ren, Jun Zhang, Jing Zhang, Jiuxin Cao, Dacheng Tao		2023	📷	Survey	Paper
Single image dehazing using color ellipsoid prior Trung Minh Bui, Wonha Kim	TIP	2017	📷		Paper
A cascaded convolutional neural network for single image dehazing Chongyi Li, Jichang Guo, Fatih Porikli, Huazhu Fu, Yanwei Pang		2018	📷	CNN	Paper	Code
Single image dehazing through improved atmospheric light estimation Huimin Lu, Yujie Li, Shota Nakashima, Seiichi Serikawa	Multimed Tools Appl.	2016	📷		Paper
Improved wavelet transform algorithm for single image dehazing Zhu Rong, Wang Li Jun		2014	📷	Model-based	Paper
Uncertainty-driven dehazing network Ming Hong, Jianzhuang Liu, Cuihua Li, Yanyun Qu	AAAI	2022	📷		Paper
Ultra-high-definition image dehazing via multi-guided bilateral learning Zhuoran Zheng, Wenqi Ren, Xiaochun Cao, Xiaobin Hu, Tao Wang, Fenglong Song, Xiuyi Jia	CVPR	2021	📷		Paper
Multi-scale single image dehazing using perceptual pyramid deep network He Zhang, Vishwanath Sindagi, Vishal M. Patel	CVPR	2018	📷		Paper
Single image dehazing via multi-scale convolutional neural networks with holistic edges Wenqi Ren, Jinshan Pan, Hua Zhang, Xiaochun Cao, Ming-Hsuan Yang	IJCV	2020	📷		Paper
Single image dehazing using color attenuation prior. Qingsong Zhu, Jiaming Mai, Ling Shao		2014	📷	Model-based	Paper	Code
Progressive feature fusion network for realistic image dehazing Kangfu Mei, Aiwen Jiang, Juncheng Li, Mingwen Wang	ACCV	2018	📷		Paper
Advancing real-world image dehazing: Perspective, modules, and training Yuxin Feng, Long Ma, Xiaozhe Meng, Fan Zhou, Risheng Liu, Zhuo Su	TPAMI	2024	📷		Paper
Fusion-based variational image dehazing Adrian Galdran, Javier Vazquez-Corral, David Pardo, Marcelo Bertalmio		2016	📷	Variational	Paper
Self-augmented unpaired image dehazing via density and depth decomposition Yang Yang, Chaoyue Wang, Risheng Liu, Lin Zhang, Xiaojie Guo, Dacheng Tao	CVPR	2022	📷		Paper
Image dehazing via enhancement, restoration, and fusion: A survey Xiaojie Guo, Yang Yang, Chaoyue Wang, Jiayi Ma		2022	📷	Survey	Paper
Improved single image dehazing using geometry Peter Carr, Richard Hartley		2009	📷	Model-based	Paper
Fast image dehazing using guided joint bilateral filter Chunxia Xiao, Jiajia Gan	Vis Comput	2012	📷		Paper
PDR-Net: Perception-inspired single image dehazing network with refinement Chongyi Li, Chunle Guo, Jichang Guo, Ping Han, Huazhu Fu, Runmin Cong		2019	📷	CNN	Paper
A novel fast single image dehazing algorithm based on artificial multiexposure image fusion Zhiqin Zhu, Hongyan Wei, Gang Hu, Yuanyuan Li, Guanqiu Qi, Neal Mazur	TIM	2020	📷		Paper
Multi-scale optimal fusion model for single image dehazing Dong Zhao, Long Xu, Yihua Yan, Jie Chen, Ling-Yu Duan		2019	📷	Fusion-based	Paper	Code
Single image dehazing with a generic model-agnostic convolutional neural network Zheng Liu, Botao Xiao, Muhammad Alrabeiah, Keyan Wang, Jun Chen		2019	📷	CNN	Paper	Code
LIDN: a novel light invariant image dehazing network Asfak Ali, Avra Ghosh, Sheli Sinha Chaudhuri		2023	📷	CNN	Paper
Proximal dehaze-net: A prior learning-based deep network for single image dehazing Dong Yang, Jian Sun	ECCV	2018	📷		Paper
Single image dehazing using a multilayer perceptron Sebastián Salazar-Colores, Ivan Cruz-Aceves	JEI	2018	📷		Paper
Gated context aggregation network for image dehazing and deraining Dongdong Chen, Mingming He, Qingnan Fan, Jing Liao, Liheng Zhang, Dongdong Hou, Lu Yuan, Gang Hua	WACV	2019	📷		Paper
PSD: Principled synthetic-to-real dehazing guided by physical priors Zeyuan Chen, Yangchao Wang, Yang Yang, Dong Liu	CVPR	2021	📷		Paper
Blind dehazing using internal patch recurrence Yuval Bahat, Michal Irani		2016	📷		Paper	Code
Video dehazing with spatial and temporal coherence Jiawan Zhang, Liang Li, Yi Zhang, Guoqiang Yang, Xiaochun Cao, Jizhou Sun	Vis Comput	2011	📹		Paper
Single image dehazing using improved cycleGAN B.S.N.V. Chaitanya, Snehasis Mukherjee	JVCIR	2021	📷	GAN	Paper	Code
Recent advances in image dehazing: Formal analysis to automated approaches Bhawna Goyal, Ayush Dogra, Dawa Chyophel Lepcha, Vishal Goyal, Ahmed Alkhayyat, Jasgurpreet Singh Chohan, Vinay Kukreja		2024	📷	Survey	Paper
ICycleGAN: Single image dehazing based on iterative dehazing model and CycleGAN Ziyi Sun, Yunfeng Zhang, Fangxun Bao, Kai Shao, Xinxin Liu, Caiming Zhang		2021	📷	GAN	Paper
Fast single image dehazing using saturation based transmission map estimation Se Eun Kim, Tae Hee Park, Il Kyu Eom	TIP	2019	📷		Paper
Single image dehazing using a new color channel Geet Sahu, Ayan Seal, Ondrej Krejcar, Anis Yazidi	JVCIR	2021	📷		Paper	Code
Real-time dehazing for image and video Xingyong Lv, Wenbin Chen, I-fan Shen		2010	📹		Paper	Code
AIPNet: Image-to-image single image dehazing with atmospheric illumination prior Anna Wang, Wenhui Wang, Jinglu Liu, Nanhui Gu	TIP	2018	📷		Paper
I-HAZE: A dehazing benchmark with real hazy and haze-free indoor images Cosmin Ancuti, Codruta O. Ancuti, Radu Timofte, Christophe De Vleeschouwer		2018	📷	Benchmark	Paper
AED-Net: A single image dehazing Sargis A. Hovhannisyan, Hayk A. Gasparyan, Sos S. Agaian, Art Ghazaryan		2022	📷	CNN	Paper
NH-HAZE: An image dehazing benchmark with non-homogeneous hazy and haze-free images Codruta O. Ancuti, Cosmin Ancuti, Radu Timofte	CVPR	2020	📷		Paper
Fast image dehazing using improved dark channel prior Haoran Xu, Jianming Guo, Qing Liu, Lingli Ye		2012	📷	Model-based	Paper	Code
Fsad-net: feedback spatial attention dehazing network Yu Zhou, Zhihua Chen, Ping Li, Haitao Song, C. L. Philip Chen, Bin Sheng		2022	📷	CNN	Paper
Towards domain invariant single image dehazing Pranjay Shyam, Kuk-Jin Yoon, Kyung-Soo Kim	AAAI	2021	📷		Paper
DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention Zixuan Chen, Zewei He, Zhe-Ming Lu	TIP	2024	📷		Paper
LKD-Net: Large kernel convolution network for single image dehazing Pinjun Luo, Guoqiang Xiao, Xinbo Gao, Song Wu		2023	📷	CNN	Paper
Mb-taylorformer: Multi-branch efficient transformer expanded by taylor formula for image dehazing Yuwei Qiu, Kaihao Zhang, Chenxi Wang, Wenhan Luo, Hongdong Li, Zhi Jin	ICCV	2023	📷		Paper
IDE: Image dehazing and exposure using an enhanced atmospheric scattering model Mingye Ju, Can Ding, Wenqi Ren, Yi Yang, Dengyin Zhang, Y. Jay Guo	TIP	2021	📷		Paper
A fast image dehazing algorithm based on negative correction Yuanyuan Gao, Hai-Miao Hu, Shuhang Wang, Bo Li		2014	📷		Paper	Code
Single image dehazing with an independent detail-recovery network Yan Li, De Cheng, Dingwen Zhang, Nannan Wang, Xinbo Gao, Jiande Sun		2022	📷	CNN	Paper
DRCDN: learning deep residual convolutional dehazing networks Shengdong Zhang, Fazhi He	Vis Comput	2020	📷		Paper
Single image dehazing with a physical model and dark channel prior Jin-Bao Wang, Ning He, Lu-Lu Zhang, Ke Lu		2015	📷	Model-based	Paper
Distilling image dehazing with heterogeneous task imitation Ming Hong, Yuan Xie, Cuihua Li, Yanyun Qu	CVPR	2020	📷		Paper
Single image dehazing using deep neural networks Nisarg Doshi, Sagar Bhavsar, Rajeswari D, Srinivasan R		2019	📷	CNN	Paper
Multi-level feature interaction and efficient non-local information enhanced channel attention for image dehazing Hang Sun, Bohui Li, Zhiping Dan, Wei Hu, Bo Du, Wen Yang, Jun Wan		2023	📷	Model-based	Paper
Unsupervised multi-branch network with high-frequency enhancement for image dehazing Hang Sun, Zhiming Luo, Dong Ren, Bo Du, Laibin Chang, Jun Wan	PR	2024	📷		Paper
Dehazing for images with large sky region Wencheng Wang, Xiaohui Yuan, Xiaojin Wu, Yunlong Liu		2017	📷	Model-based	Paper
Single image dehazing using the change of detail prior Jiafeng Li, Hong Zhang, Ding Yuan, Mingui Sun		2015	📷	Model-based	Paper
Color channel transfer for image dehazing Codruta Orniana Ancuti, Cosmin Ancuti, Christophe De Vleeschouwer, Mateu Sbetr		2019	📷	Model-based	Paper
Progressive negative enhancing contrastive learning for image dehazing and beyond De Cheng, Yan Li, Dingwen Zhang, Nannan Wang, Jiande Sun, Xinbo Gao		2024	📷	Contrastive Learning	Paper
Delving deeper into image dehazing: A survey Guohou Li, Jia Li, Gongchao Chen, Zhibin Wang, Songlin Jin, Chang Ding, Weidong Zhang		2023	📷	Survey	Paper
Pyramid global context network for image dehazing Dong Zhao, Long Xu, Lin Ma, Jia Li, Yihua Yan	TCSVT	2020	📷		Paper
QCNN-H: Single-image dehazing using quaternion neural networks Vladimir Frants, Sos Agaian, Karen Panetta		2023	📷	CNN	Paper
Day and night-time dehazing by local airlight estimation Cosmin Ancuti, Codruta O. Ancuti, Christophe De Vleeschouwer, Alan C. Bovik	TIP	2020	📷		Paper
Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images Codruta O. Ancuti, Cosmin Ancuti, Mateu Sbert, Radu Timofte	ICIP	2019	📷		Paper
Dehazing for multispectral remote sensing images based on a convolutional neural network with the residual architecture Manjun Qin, Fengying Xie, Wei Li, Zhenwei Shi, Haopeng Zhang		2018	📷	CNN	Paper
Single image dehazing using CNN Huzaifa Rashid, Nauman Zafar, M Javed Iqbal, Hassan Dawood, Hussain Dawood		2019	📷	CNN	Paper	Code
Generative adversarial and self-supervised dehazing network Shengdong Zhang, Xiaoqin Zhang, Shaohua Wan, Wenqi Ren, Liping Zhao, Linlin Shen		2023	📷	GAN	Paper
IDeRs: Iterative dehazing method for single remote sensing image Long Xu, Dong Zhao, Yihua Yan, Sam Kwong, Jie Chen, Ling-Yu Duan		2019	📷		Paper	Code
Dual-scale single image dehazing via neural augmentation Zhengguo Li, Chaobing Zheng, Haiyan Shu, Shiqian Wu	TIP	2022	📷		Paper
Single image dehazing via NIN-DehazeNet Kangle Yuan, Jianguo Wei, Wenhuan Lu, Naixue Xiong		2019	📷		Paper	Code
A database with reference for image dehazing evaluation Jessica El Khoury, Jean-Baptiste Thomas, Alamin Mansouri		2018	📷	Benchmark	Paper
USID-Net: Unsupervised single image dehazing network via disentangled representations Jiafeng Li, Yaopeng Li, Li Zhuo, Lingyan Kuang, Tianjian Yu		2022	📷	Unsupervised	Paper	Code
A novel bi-stream network for image dehazing Qiaoyu Ma, Shijie Wang, Guowei Yang, Chenglizhao Chen, Teng Yu		2024	📷	CNN	Paper
Underwater image dehazing using joint trilateral filter Seiichi Serikawa, Huimin Lu		2014	📷		Paper
Deep retinex network for single image dehazing Pengyue Li, Jiandong Tian, Yandong Tang, Guolin Wang, Chengdong Wu	TIP	2020	📷		Paper
A comprehensive survey on image dehazing for different atmospheric scattering models Shunmin An, Xixia Huang, Lujia Cao, Linling Wang	Multimed Tools Appl.	2024	📷		Paper
Nighttime dehazing with a synthetic benchmark Jing Zhang, Yang Cao, Zheng-Jun Zha, Dacheng Tao		2020	📷	Benchmark	Paper
Joint transmission map estimation and dehazing using deep networks He Zhang, Vishwanath Sindagi, Vishal M. Patel	TCSVT	2019	📷		Paper
High-quality image dehazing with diffusion model Hu Yu, Jie Huang, Kaiwen Zheng, Feng Zhao	ArXiv	2308	📷		Paper
Trinity-net: Gradient-guided swin transformer-based remote sensing image dehazing and beyond Kaichen Chi, Yuan Yuan, Qi Wang		2023	📷	Transformer	Paper
Improved single image dehazing using segmentation Shuai Fang, Jiqing Zhan, Yang Cao, Ruizhong Rao	ICIP	2010	📷		Paper
Image dehazing using deep learning techniques Ravi Raj Choudhary, K K Jisnu, Gaurav Meena		2020	📷	CNN	Paper
Deep learning based single image dehazing Patricia L. Suarez, Angel D. Sappa, Boris X. Vintimilla, Riad I. Hammoud	CVPR	2018	📷		Paper
Towards compact single image dehazing via task-related contrastive network Weichao Yi, Liquan Dong, Ming Liu, Mei Hui, Lingqin Kong, Yuejin Zhao		2024	📷	Contrastive Learning	Paper
A region-wised medium transmission based image dehazing method Hui Yuan, Changchun Liu, Zhixin Guo, Zhenzhen Sun		2017	📷	Model-based	Paper
Deep hybrid model for single image dehazing and detail refinement Nanfeng Jiang, Kejian Hu, Ting Zhang, Weiling Chen, Yiwen Xu, Tiesong Zhao	PR	2023	📷		Paper
Multi-scale single image dehazing using Laplacian and Gaussian pyramids Zhengguo Li, Haiyan Shu, Chaobing Zheng	TIP	2021	📷		Paper
PhDnet: A novel physic-aware dehazing network for remote sensing images Ziyang Lihe, Jiang He, Qiangqiang Yuan, Xianyu Jin, Yi Xiao, Liangpei Zhang		2024	📷	CNN	Paper
Frequency compensated diffusion model for real-scene dehazing Jing Wang, Songtao Wu, Zhiqiang Yuan, Qiang Tong, Kuanhong Xu		2024	📷	Diffusion	Paper
Image dehazing by an artificial image fusion method based on adaptive structure decomposition Mingyao Zheng, Guanqiu Qi, Zhiqin Zhu, Yuanyuan Li, Hongyan Wei, Yu Liu		2020	📷	Fusion-based	Paper
DENSE123'COLOR Enhancement Dehazing Network Tiantong Guo, Venkateswararao Cherukuri, Vishal Monga	CVPR	2019	📷		Paper
Unsupervised single image dehazing using dark channel prior loss Alona Golts, Daniel Freedman, Michael Elad	TIP	2019	📷		Paper

🌧️ Rain removal / Deraining / De-raining

Paper List (click to expand)

Paper	Venue	Year	Citations	Data	Link	Code
Progressive image deraining networks: A better and simpler baseline	CVPR	2019	935	📷	Paper	Code
Single image deraining: From model-based to data-driven and beyond	TPAMI	2021	262	📷	Paper
Data-driven single image deraining: A comprehensive review and new perspectives	PR	2021	69	📷	Paper
Single image deraining: A comprehensive benchmark analysis	CVPR	2019	329	📷	Paper
Multi-scale progressive fusion network for single image deraining	CVPR	2023	740	📷	Paper	Code
Learning a sparse transformer network for effective image deraining	CVPR	2023	388	📷	Paper	Code
Towards unified deep image deraining: A survey and a new benchmark	TPAMI	2025	44	📷	Paper
Residual-guide network for single image deraining	ACMMM	2023	142	📷	Paper
Detail-recovery image deraining via context aggregation networks	CVPR	2020	140	📷	Paper
Spatial attentive single-image deraining with a high quality real rain dataset	CVPR	2019	518	📷	Paper
Conditional variational image deraining	TIP	2020	85	📷	Paper	Code
Lightweight pyramid networks for image deraining	TNNLS	2020	375	📷	Paper
Single image deraining using bilateral recurrent network	TIP	2020	92	📷	Paper	Code
Freqmamba: Viewing mamba from a frequency perspective for image deraining	ACMMM	2024	78	📷	Paper
Syn2real transfer learning for image deraining using gaussian processes	CVPR	2020	195	📷	Paper
A comprehensive benchmark analysis of single image deraining: Current challenges and future perspectives	IJCV	2021	66	📷	Paper
Multi-scale fusion and decomposition network for single image deraining	TIP	2024	39	📷	Paper	Code
Robust representation learning with feedback for single image deraining	CVPR	2021	92	📷	Paper	Code
Video desnowing and deraining based on matrix decomposition	CVPR	2017	156	📷	Paper
Smartassign: Learning a smart knowledge assignment strategy for deraining and desnowing	CVPR	2023	30	📷	Paper
Unpaired deep image deraining using dual contrastive learning	CVPR	2022	175	📷	Paper
Beyond monocular deraining: Stereo image deraining via semantic understanding	ECCV	2020	52	📷	Paper
Rethinking multi-scale representations in deep deraining transformer	AAAI	2024	27	📷	Paper
Recurrent squeeze-and-excitation context aggregation net for single image deraining	ECCV	2018	614	📷	Paper
Multi-scale hybrid fusion network for single image deraining	TNNLS	2023	49	📷	Paper	Code
Efficientderain: Learning pixel-wise dilation filtering for high-efficiency single-image deraining	AAAI	2021	108	📷	Paper	Code
Beyond monocular deraining: Parallel stereo deraining network via semantic prior	IJCV	2022	63	📷	Paper	Code
Unsupervised deraining: Where contrastive learning meets self-similarity	CVPR	2022	67	📷	Paper
Deraincyclegan: Rain attentive cyclegan for single image deraining and rainmaking	TIP	2021	193	📷	Paper
Memory oriented transfer learning for semi-supervised image deraining	CVPR	2021	108	📷	Paper
Rethinking image deraining via rain streaks and vapors	ECCV	2020	59	📷	Paper	Code
Dreaming to prune image deraining networks	CVPR	2022	21	📷	Paper
FMRNet: Image deraining via frequency mutual revision	AAAI	2024	10	📷	Paper	Code
Hybrid cnn-transformer feature fusion for single image deraining	AAAI	2023	68	📷	Paper	Code
Residual multiscale based single image deraining	BMVC	2023	48	📷	Paper
Sginet: Toward sufficient interaction between single image deraining and semantic segmentation	ACMMM	2022	32	📷	Paper
Drt: A lightweight single image deraining recursive transformer	CVPRW	2022	62	📷	Paper	Code
Not just streaks: Towards ground truth for single image deraining	ECCV	2022	52	📷	Paper
Networks are slacking off: Understanding generalization problem in image deraining	NeurIPS	2025	17	📷	Paper
Semi-supervised image deraining using knowledge distillation	TCSVT	2022	60	📷	Paper	Code
Continual image deraining with hypergraph convolutional networks	TPAMI	2023	50	📷	Paper
Bidirectional multi-scale implicit neural representations for image deraining	CVPR	2024	81	📷	Paper	Code
Memory uncertainty learning for real-world single image deraining	TPAMI	2023	23	📷	Paper
A two-stage density-aware single image deraining method	TIP	2021	17	📷	Paper
Single image deraining via recurrent hierarchy enhancement network	ACMMM	2019	61	📷	Paper
A coarse-to-fine multi-stream hybrid deraining network for single image deraining	ICDM	2019	35	📷	Paper
Frame-consistent recurrent video deraining with dual-level flow	CVPR	2019	111	📷	Paper
Rain-free and residue hand-in-hand: A progressive coupled network for real-time image deraining	TIP	2021	153	📷	Paper	Code
Danet: Image deraining via dynamic association learning.	IJCAI	2022	24	📷	Paper
Efficient frequency-domain image deraining with contrastive regularization	ECCV	2025	18	📷	Paper	Code
Learning a spiking neural network for efficient image deraining	Image Processing	2024	16	📷	Paper	Code
Towards ultra-high-definition image deraining: A benchmark and an efficient method	ArXiv	2024	0	📷	Paper	Code
Toward real-world single image deraining: A new benchmark and beyond	ArXiv	2022	0	📷	Paper	Code
PFDN: Pyramid feature decoupling network for single image deraining	TIP	2022	19	📷	Paper
Decomposition makes better rain removal: An improved attention-guided deraining network	TCSVT	2021	94	📷	Paper	Code
A hybrid transformer-mamba network for single image deraining	SIVP	2024	14	📷	Paper
Semi-supervised image deraining using gaussian processes	TIP	2021	19	📷	Paper	Code
Multi-decoding deraining network and quasi-sparsity based training	CVPR	2021	35	📷	Paper
Learning rain location prior for nighttime deraining	ICCV	2023	26	📷	Paper	Code
Single-image deraining via recurrent residual multiscale networks	TNNLS	2022	31	📷	Paper
Rainmamba: Enhanced locality learning with state space models for video deraining	ACMMM	2024	58	📷	Paper
Unpaired learning for deep image deraining with rain direction regularizer	ICCV	2021	49	📷	Paper
Fouriermamba: Fourier learning integration with state space models for image deraining	ICASSP	2024	24	📷	Paper
Structure-preserving deraining with residue channel prior guidance	ICCV	2021	140	📷	Paper	Code
Magic ELF: Image deraining meets association learning and transformer	ACMMM	2022	79	📷	Paper	Code
Scale-free single image deraining via visibility-enhanced recurrent wavelet learning	TIP	2019	101	📷	Paper
Intensity-aware single-image deraining with semantic and color regularization	TIP	2021	24	📷	Paper
Dilated convolutional transformer for high-quality image deraining	CVPRW	2023	22	📷	Paper
Wavelet approximation-aware residual network for single image deraining	TPAMI	2023	22	📷	Paper
Semi-supervised video deraining with dynamical rain generator	CVPR	2021	79	📷	Paper
Deep scale-space mining network for single image deraining	CVPRW	2022	18	📷	Paper
Unsupervised image deraining: Optimization model driven deep cnn	ACMMM	2021	36	📷	Paper
Residual-guide feature fusion network for single image deraining	ACMMM	2018	142	📷	Paper
Semi-swinderain: Semi-supervised image deraining network using swin transformer	ICASSP	2023	9	📷	Paper	Code
Unsupervised video deraining with an event camera	ICCV	2023	18	📷	Paper
Enhanced spatio-temporal interaction learning for video deraining: faster and better	TPAMI	2023	112	📷	Paper	Code
Recurrent multi-frame deraining: Combining physics guidance and adversarial learning	TPAMI	2021	21	📷	Paper	Code
Context-enhanced representation learning for single image deraining	IJCV	2021	24	📷	Paper	Code
Single image deraining using time-lapse data	TIP	2020	8	📷	Paper
Utilizing two-phase processing with FBLS for single image deraining	TMM	2021	28	📷	Paper
Dawn: Direction-aware attention wavelet network for image deraining	ACMMM	2023	43	📷	Paper
Selective wavelet attention learning for single image deraining	IJCV	2021	52	📷	Paper
Dual heterogeneous complementary networks for single image deraining	CVPRW	2022	13	📷	Paper
Single image deraining with continuous rain density estimation	TMM	2023	30	📷	Paper
Video deraining and desnowing using temporal correlation and low-rank matrix completion	TIP	2015	222	📷	Paper
Image deraining with frequency-enhanced state space model	ECCV	2025	9	📷	Paper	Code
DRD-Net: Detail-recovery image deraining via context aggregation networks	CVPR	2019	48	📷	Paper
Online-updated high-order collaborative networks for single image deraining	AAAI	2022	26	📷	Paper
An end-to-end cascaded image deraining and object detection neural network	RA-L	2022	21	📷	Paper
RCDNet: An interpretable rain convolutional dictionary network for single image deraining	TNNLS	2024	48	📷	Paper	Code
A two-stage network with wavelet transformation for single-image deraining	TVC	2023	14	📷	Paper	Code
Explore internal and external similarity for single image deraining with graph neural networks	IJCAI	2024	7	📷	Paper	Code
Joint self-attention and scale-aggregation for self-calibrated deraining network	ACMMM	2020	76	📷	Paper
Deep single image deraining via modeling haze-like effect	TMM	2021	23	📷	Paper
Nightrain: Nighttime video deraining via adaptive-rain-removal and adaptive-correction	AAAI	2024	22	📷	Paper
Event-aware video deraining via multi-patch progressive learning	TIP	2023	26	📷	Paper
Unrolling a rain-guided detail recovery network for singleimage deraining	Virtual Reality & Intelligent Hardware	2023	18	📷	Paper
Recurrent wavelet structure-preserving residual network for single image deraining	PR	2023	37	📷	Paper
Unsupervised deraining: Where asymmetric contrastive learning meets self-similarity	TPAMI	2024	22	📷	Paper
Event-driven heterogeneous network for video deraining	IJCV	2024	6	📷	Paper
Meta-learning based relation and representation learning networks for single-image deraining	PR	2021	19	📷	Paper
Contrastive unfolding deraining network	TNNLS	2024	8	📷	Paper
Rain2Avoid: Learning Deraining by Self-Supervision	TMM	2025	1	📷	Paper
Self-aligned video deraining with transmission-depth consistency	CVPR	2021	39	📷	Paper
Close the loop: A unified bottom-up and top-down paradigm for joint image deraining and segmentation	AAAI	2022	28	📷	Paper
Image de-raining using a conditional generative adversarial network	TCSVT	2020	1127	📷	Paper
Single-image deraining via a recurrent memory unit network	KBS	2021	18	📷	Paper
Image de-raining transformer	TPAMI	2023	286	📷	Paper
Local and global knowledge distillation with direction-enhanced contrastive learning for single-image deraining	KBS	2023	23	📷	Paper
EfficientDeRain+: Learning Uncertainty-Aware Filtering via RainMix Augmentation for High-Efficiency Deraining	IJCV	2025	3	📷	Paper	Code
Distributed feedback network for single-image deraining	IS	2021	11	📷	Paper
High-level task-driven single image deraining: Segmentation in rainy days	ECCV	2020	14	📷	Paper
Pearl: Preprocessing enhanced adversarial robust learning of image deraining for semantic segmentation	ACMMM	2023	10	📷	Paper
Triple-level model inferred collaborative network architecture for video deraining	TIP	2022	25	📷	Paper	Code
Neural Schrödinger bridge for unpaired real-world image deraining	IS	2024	7	📷	Paper
Aggregating global and local representations via hybrid transformer for video deraining	TCSVT	2024	10	📷	Paper
Single image deraining via deep shared pyramid network	TVC	2021	15	📷	Paper
A convolutional network for joint deraining and dehazing from a single image for autonomous driving in rain	IROS	2019	23	📷	Paper
Deep image deraining	ICM	2023	175	📷	Paper
GKC-Net: gated KAN with Channel-Position attention mechanism for image deraining	PR	2026	1	📷	Paper
Rethinking video rain streak removal: A new synthesis model and a deraining network with video rain prior	ECCV	2022	21	📷	Paper	Code
Single image deraining via decorrelating the rain streaks and background scene in gradient domain	PR	2018	40	📷	Paper
Multi-scale hourglass hierarchical fusion network for single image deraining	CVPRW	2021	23	📷	Paper	Code
Unpaired photo-realistic image deraining with energy-informed diffusion model	ACMMM	2024	10	📷	Paper

☔ Rain Streak Removal

Paper List (click to expand)

Paper	Venue	Year	Data	Link	Code

💧 Raindrop Removal

Paper List (click to expand)

Paper	Venue	Year	Data	Method	Link	Code
Attentive generative adversarial network for raindrop removal from a single image Rui Qian, Robby T. Tan, Wenhan Yang, Jiajun Su, Jiaying Liu	CVPR	2018	📷		Paper
Learning from synthetic photorealistic raindrop for single image raindrop removal Zhixiang Hao, Shaodi You, Yu Li, Kunming Li, Feng Lu	ICCV	2019	📷		Paper
Adherent raindrop modeling, detection and removal in video Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa, Katsushi Ikeuchi	TPAMI	2015	📹		Paper
Raindrop clarity: A dual-focused dataset for day and night raindrop removal Yeying Jin, Xin Li, Jiadong Wang, Yan Zhang, Malu Zhang	ECCV	2024	📷		Paper
Raingan: Unsupervised raindrop removal via decomposition and composition Xu Yan, Yuan Ren Loke	WACV	2022	📷		Paper
Dual attention-in-attention model for joint rain streak and raindrop removal Kaihao Zhang, Dongxu Li, Wenhan Luo, Wenqi Ren	TIP	2021	📷		Paper
Adherent raindrop detection and removal in video Shaodi You, Robby T. Tan, Rei Kawakami, Katsushi Ikeuchi	CVPR	2013	📹		Paper
Feature-aligned video raindrop removal with temporal constraints Wending Yan, Lu Xu, Wenhan Yang, Robby T. Tan	TIP	2022	📹		Paper
Dual-pixel raindrop removal Yizhou Li, Yusuke Monno, Masatoshi Okutomi	TPAMI	2024	📷		Paper
Uncertainty guided multi-scale attention network for raindrop removal from a single image Ming-Wen Shao, Le Li, De-Yu Meng, Wang-Meng Zuo	TIP	2021	📷		Paper
Removing raindrops and rain streaks in one go Ruijie Quan, Xin Yu, Yuanzhi Liang, Yi Yang	CVPR	2021	📷		Paper
STRRNet: Semantics-guided two-stage raindrop removal network Qiyu Rong, Hongyuan Jing, Mengmeng Zhang, Jinlong Li, Mengfei Han	CVPR	2025	📷		Paper
Uav-rain1k: A benchmark for raindrop removal from uav aerial imagery Wenhui Chang, Hongming Chen, Xin He, Xiang Chen, Liangduo Shen	CVPR	2024	📷		Paper
Raindrop detection and removal from long range trajectories Shaodi You, Robby T. Tan, Rei Kawakami, Yasuhiro Mukaigawa, Katsushi Ikeuchi	ACCV	2014	📷		Paper
Raindrop detection and removal using salient visual features Qi Wu, Wende Zhang, B.V.K. Vijaya Kumar	ICIP	2012	📷		Paper
UnfairGAN: An enhanced generative adversarial network for raindrop removal from a single image Duc Manh Nguyen, Thao Phuong Le, Duc My Vo, Sang-Woong Lee		2022	📷	GAN	Paper
Context and detail interaction network for stereo rain streak and raindrop removal Jing Nie, Jin Xie, Jiale Cao, Yanwei Pang		2023	📷	CNN	Paper
Joint raindrop and haze removal from a single image Yina Guo, Jianguo Chen, Xiaowen Ren, Anhong Wang, Wenwu Wang	TIP	2020	📷		Paper
NTIRE 2025 challenge on day and night raindrop removal for dual-focused images: Methods and results Xin Li, Yeying Jin, Xin Jin, Zongwei Wu, Bingchen Li, Yufei Wang, Wenhan Yang, Yu Li, Zhibo Chen, Bihan Wen, Robby Tan, Radu Timofte, Qiyu Rong, Hongyuan Jing, Mengmeng Zhang, Jinglong Li, Xiangyu Lu, Yi Ren, Yuting Liu, Meng Zhang, Xiang Chen, Qiyuan Guan, Jiangxin Dong, Jinshan Pan, Conglin Gou, Qirui Yang, Fangpu Zhang, Yunlong Lin, Sixiang Chen, Guoxi Huang, Ruirui Lin, Yan Zhang, Jingyu Yang, Huanjing Yue, Jiyuan Chen, Qiaosi Yi, Hongjun Wang, Chenxi Xie, Shuai Li, Yuhui Wu, Kaiyi Ma, Jiakui Hu, Juncheng Li, Liwen Pan, Guangwei Gao, Wenjie Li, Zhenyu Jin, Heng Guo, Zhanyu Ma, Yubo Wang, Jinghua Wang, Wangzhi Xing, Anjusree Karnavar, Diqi Chen, Mohammad Aminul Islam, Hao Yang, Ruikun Zhang, Liyuan Pan, Qianhao Luo, Xin Cao, Han Zhou, Yan Min, Wei Dong, Jun Chen, Taoyi Wu, Weijia Dou, Yu Wang, Shengjie Zhao, Yongcheng Huang, Xingyu Han, Anyan Huang, Hongtao Wu, Hong Wang, Yefeng Zheng, Abhijeet Kumar, Aman Kumar, Marcos V. Conde, Paula Garrido, Daniel Feijoo, Juan C. Benito, Guanglu Dong, Xin Lin, Siyuan Liu, Tianheng Zheng, Jiayu Zhong, Shouyi Wang, Xiangtai Li, Lanqing Guo, Lu Qi, Chao Ren, Shuaibo Wang, Shilong Zhang, Wanyu Zhou, Yunze Wu, Qinzhong Tan, Jieyuan Pei, Zhuoxuan Li, Jiayu Wang, Haoyu Bian, Haoran Sun, Subhajit Paul, Ni Tang, Junhao Huang, Zihan Cheng, Hongyun Zhu, Yuehan Wu, Kaixin Deng, Huang Ouyang, Tianxin Xiao, Fan Yang, Zhizun Luo, Zeyu Xiao, Zhuoyuan Li, Pham Hoang Le Nguyen, Dinh Thien An, Luu Thanh Son, Kiet Van Nguyen, Ronghua Xu, Xianmin Tian, Weijian Zhou, Jiacheng Zhang, Yuqian Chen, Yihang Duan, Yujie Wu, Suresh Raikwar, Arsh Garg, Kritika Kritika, Jianhua Zheng, Xiaoshan Ma, Ruolin Zhao, Yongyu Yang, Yongsheng Liang, Guiming Huang, Qiang Li, Hongbin Zhang, Xiangyu Zheng, A.N. Rajagopalan	CVPR	2025	📷		Paper
Selective generative adversarial network for raindrop removal from a single image Mingwen Shao, Le Li, Hong Wang, Deyu Meng		2021	📷	GAN	Paper
Weakly supervised learning for raindrop removal on a single image Wenjie Luo, Jianhuang Lai, Xiaohua Xie	TCSVT	2020	📷		Paper
A review of detection and removal of raindrops in automotive vision systems Yazan Hamzeh, Samir A. Rawashdeh		2021	📷	Survey	Paper
Adherent raindrop removal with self-supervised attention maps and spatio-temporal generative adversarial networks Stefano Alletto, Casey Carlin, Luca Rigazio, Yasunori Ishii, Sotaro Tsukizawa	ICCV	2019	📷		Paper
Mask-guided progressive network for joint raindrop and rain streak removal in videos Hongtao Wu, Yijun Yang, Haoyu Chen, Jingjing Ren, Lei Zhu		2023	📹	CNN	Paper
Raindrop-removal image translation using target-mask network with attention module Hyuk-Ju Kwon, Sung-Hak Lee		2023	📷	CNN	Paper
Raindrop removal with light field image using image inpainting Tao Yang, Xiaofei Chang, Hang Su, Nathan Crombez, Yassine Ruichek, Tomas Krajnik, Zhi Yan		2020	📷	Benchmark	Paper
Laplacian encoder-decoder network for raindrop removal Simone Zini, Marco Buzzelli		2022	📷	CNN	Paper
Review on raindrop detection and removal in weather degraded images Mohd Helmy Abd Wahab, Ching-Hung Su, Nasriah Zakaria, Rosalina Abdul Salam		2013	📷	Survey	Paper
Raindrop removal from a single image using a two-step generative adversarial network Haiying Xia, Yang Lan, Shuxiang Song, Haisheng Li		2022	📷		Paper
Removal of rain in video based on motion and shape characteristics of raindrops Guili Xu, Jing Xu, Biao Wang, Yupeng Tian, Yongqiang Ye, Syed Ghafoor Shah		2014	📹		Paper
Adherent mist and raindrop removal from a single image using attentive convolutional network Da He, Xiaoyu Shang, Jiajia Luo		2022	📷		Paper
Unsupervised Network for Single Image Raindrop Removal Huijiao Wang, Shenghao Zhao, Lei Yu, Xulei Yang	ArXiv	2412	📷		Paper
Robust attention deraining network for synchronous rain streaks and raindrops removal Yanyan Wei, Zhao Zhang, Mingliang Xu, Richang Hong, Jicong Fan, Shuicheng Yan		2022	📷		Paper
Removing raindrops from a single image using synthetic data Yoshihito Kokubo, Shusaku Asada, Hirotaka Maruyama, Masaru Koide, Kohei Yamamoto, Yoshihisa Suetsugu		2020	📷		Paper
A2Net: Adjacent Aggregation Networks for Image Raindrop Removal		2020	📷		Paper
Detection and removal of rain from videos K. Garg, S.K. Nayar	CVPR	2004	📹		Paper
A survey of single image rain removal based on deep learning Zhipeng Su, Yixiong Zhang, Jianghong Shi, Xiao-Ping Zhang		2023	📷		Paper
Single-image raindrop removal using concurrent channel-spatial attention and long-short skip connections Jiayi Peng, Yong Xu, Tianyi Chen, Yan Huang		2020	📷		Paper
Rain drop detection and removal using k-means clustering M. Ramesh Kanthan, S. Naganandini Sujatha		2015	📷		Paper
Improved sea-ice identification using semantic segmentation with raindrop removal Nahed M. Alsharay, Yuanzhu Chen, Octavia A. Dobre, Oscar De Silva		2022	📷		Paper
All in one bad weather removal using architectural search Ruoteng Li, Robby T. Tan, Loong-Fah Cheong	CVPR	2020	📷		Paper
Detection and removal of raindrop from images using deeplearning Y. Himabindu, R. Manjusha, Latha Parameswaran		2019	📷		Paper
Raindrop Removal for In-Vehicle Camera Images with Generative Adversarial Network Zihao Zhao, Min Jiang, Jia Guo, Xiaoyu Yang, Yudie Hu, Xianlong Zhou		2022	📷		Paper
Iterative contrastive learning for single image raindrop removal Yang Xulei, Qian Peisheng, Wang Li, Zhao Shenghao, Chen Cen, Li Xiaoli, Zeng Zeng	ICIP	2022	📷		Paper
Removal of rain from videos: a review Abhishek Kumar Tripathi, Sudipta Mukhopadhyay		2014	📹		Paper
Image raindrop removal method for generative adversarial network based on difference learning Renhe Chen, Zhenyi Lai, Yurong Qian		2020	📷		Paper
Single Image Raindrop Removal Using a Non-Local Operator and Feature Maps in the Frequency Domain Shinya Ezumi, Masaaki Ikehara		2022	📷		Paper
Deep learning for seeing through window with raindrops Yuhui Quan, Shijie Deng, Yixin Chen, Hui Ji	ICCV	2019	📷		Paper
Raindrop Removal using Image Inpainting M Nithyashree, Surabhi Narayan		2023	📷		Paper
Mutual channel prior guided dual-domain interaction network for single image raindrop removal Yuanjian Qiao, Mingwen Shao, Huan Liu, Kai Shang		2023	📷		Paper
Recovering raindrop removal images under heavy rain. Kosuke Matsumoto, Fumihiko Sakaue, Jun Sato	ICCV	2020	📷		Paper
X-net for single image raindrop removal Jiamin Lin, Longquan Dai	ICIP	2020	📷		Paper
Removing rain and snow in a single image using guided filter Jing Xu, Wei Zhao, Peng Liu, Xianglong Tang		2012	📷		Paper
Not All Areas Are Equal: A Novel Separation‐Restoration‐Fusion Network for Image Raindrop Removal Dongdong Ren, Jinbao Li, Meng Han, Minglei Shu		2020	📷		Paper
RIADNet: single image deraining network for raindrops and rain streaks removal Changle Yu, Ping Fan, Yi Zhang, Jiyu Yang		2025	📷		Paper
An Image Raindrop Removal Method Based on Squeeze-Excitation and Residual Fusion Yongsheng Shi, Lanxiang Gu		2024	📷		Paper
A dual CNN architecture for single image raindrop and rain streak removal Anparasy Sivaanpu, Kokul Thanikasalam		2022	📷		Paper
Raindrop‐impact‐induced erosion processes and prediction: a review P. I. A. Kinnell		2005	📷		Paper
Cycle-spinning gan for raindrop removal from images Ulku Uzun, Alptekin Temizel		2019	📷		Paper
Application research on improved CGAN in image raindrop removal Min Zhu, Chao Fang, Haibo Du, Meibin Qi, Zhiwei Wu		2019	📷		Paper

❄️ Snow Removal / Desnowing / De-snowing

Paper List (click to expand)

Paper	Venue	Year	Data	Method	Link	Code
All snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contradict channel loss		2021	📷			Paper
Smartassign: Learning a smart knowledge assignment strategy for deraining and desnowing Yinglong Wang, Chao Ma, Jianzhuang Liu	CVPR	2023	📷		Paper
Video desnowing and deraining based on matrix decomposition Weihong Ren, Jiandong Tian, Zhi Han, Antoni Chan, Yandong Tang	CVPR	2017	📹		Paper
A scalable and accurate de-snowing algorithm for LiDAR point clouds in winter Weiqi Wang, Xiong You, Lingyu Chen, Jiangpeng Tian, Fen Tang, Lantian Zhang		2022	📷		Paper
Hcsd-net: Single image desnowing with color space transformation Ting Zhang, Nanfeng Jiang, Hongxin Wu, Keke Zhang, Yuzhen Niu, Tiesong Zhao		2023	📷		Paper
Image desnowing via deep invertible separation Yuhui Quan, Xiaoheng Tan, Yan Huang, Yong Xu, Hui Ji	TCSVT	2023	📷		Paper
Towards efficient single image dehazing and desnowing Tian Ye, Sixiang Chen, Yun Liu, Erkang Chen, Yuche Li	ArXiv	2204	📷		Paper
Deep unfolding network for image desnowing with snow shape prior Xin Guo, Xi Wang, Xueyang Fu, Zheng-Jun Zha	TCSVT	2025	📷		Paper
Enabling renewable energy technologies in harsh climates with ultra‐efficient electro‐thermal desnowing, defrosting, and deicing Longnan Li, Siavash Khodakarami, Xiao Yan, Kazi Fazle Rabbi, Ahmet Alperen Gunay, Andrew Stillwell, Nenad Miljkovic		2022	📷		Paper
Semi-supervised video desnowing network via temporal decoupling experts and distribution-driven contrastive regularization Hongtao Wu, Yijun Yang, Angelica I. Aviles-Rivero, Jingjing Ren, Sixiang Chen, Haoyu Chen, Lei Zhu	ECCV	2024	📹		Paper
SnowFormer: Context interaction transformer with scale-awareness for single image desnowing Sixiang Chen, Tian Ye, Yun Liu, Erkang Chen	ArXiv	2208	📷		Paper
Video deraining and desnowing using temporal correlation and low-rank matrix completion Jin-Hwan Kim, Jae-Young Sim, Chang-Su Kim	TIP	2015	📹		Paper
Enhancing outdoor vision: Binocular desnowing with dual-stream temporal transformer En Yu, Jie Lu, Kaihao Zhang, Guangquan Zhang	PR	2026	📷		Paper
De-snowing LiDAR point clouds with intensity and spatial-temporal features Boyang Li, Jieling Li, Gang Chen, Hejun Wu, Kai Huang	ICRA	2022	📷		Paper
De-snowing algorithm for long-wavelength LiDAR Bharat Jayaprakash, Matthew Eagon, Lu Zhan, William F. Northrop		2024	📷		Paper
Fast and accurate desnowing algorithm for LiDAR point clouds Ji-Il Park, Jihyuk Park, Kyung-Soo Kim		2020	📷		Paper
LiDAR De-Snow Score (DSS): combining quality and perception metrics for optimised de-noising		2025	📷		Paper
Towards real-time high-definition image snow removal: Efficient pyramid network with asymmetrical encoder-decoder architecture Tian Ye, Sixiang Chen, Yun Liu, Yi Ye, Jinbin Bai, Erkang Chen	ACCV	2022	📷		Paper
Dual gradient based snow attentive desnowing Guisik Kim, Sungmin Cho, Dokyeong Kwon, Seo Hyeon Lee, Junseok Kwon		2023	📷		Paper
An efficient video desnowing and deraining method with a novel variant dataset Arezoo Sadeghzadeh, Md Baharul Islam, Reza Zaker		2021	📹		Paper
Simultaneous snow mask prediction and single image desnowing with a bidirectional attention transformer network Yongheng Zhang, Danfeng Yan		2024	📷		Paper
LiDAR de-snowing method with density and intensity fusion Feng Pan, Wei Wang		2023	📷		Paper
An integrated multi-scale context-aware network for efficient desnowing Samuel Akwasi Agyemang, Haobin Shi, Xuan Nie, Nana Yaw Asabere		2025	📷		Paper
Event-Based De-Snowing for Autonomous Driving Manasi Muglikar, Nico Messikommer, Marco Cannici, Davide Scaramuzza	ArXiv	2025	📷		Paper
Video Desnower: An Adaptive Feature Fusion Understanding Video Desnowing Model With Deformable Convolution and KNN Point Cloud Transformer Yuxuan Li, Lin Dai		2024	📹		Paper
Msp-former: Multi-scale projection transformer for single image desnowing Sixiang Chen, Tian Ye, Yun Liu, Taodong Liao, Jingxia Jiang, Erkang Chen, Peng Chen	ICASSP	2023	📷		Paper
Lightweight image de-snowing: A better trade-off between network capacity and performance Zheng Chen, Yiwen Sun, Xiaojun Bi, Jianyu Yue		2023	📷		Paper
SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization Jianyu Lai, Sixiang Chen, Yunlong Lin, Tian Ye, Yun Liu, Song Fei, Zhaohu Xing, Hongtao Wu, Weiming Wang, Lei Zhu	CVPR	2025	📷		Paper
Optimized connections and feature interactions for more efficient single-image desnowing Jiawei Mao, Yuanqi Chang, Xuesong Yin, Binling Nie, Yigang Wang		2025	📷		Paper
Context-aware coarse-to-fine network for single image desnowing Yunrui Cheng, Hao Ren, Rui Zhang, Hong Lu	Multimed Tools Appl.	2024	📷		Paper
Two-Stage Nighttime Desnowing Diffusion Model Based on Pseudo-Scenario Reconstruction Huajing Li, Bin Wang, ZeKun Chen, Lei Zhang, ShiLi Liang, SiJia Guo		2024	📷		Paper
Video desnowing and deraining via saliency and dual adaptive spatiotemporal filtering Yongji Li, Rui Wu, Zhenhong Jia, Jie Yang, Nikola Kasabov	Sensors	2021	📹		Paper
Uncertainty-driven dynamic degradation perceiving and background modeling for efficient single image desnowing Sixiang Chen, Tian Ye, Chenghao Xue, Haoyu Chen, Yun Liu, Erkang Chen, Lei Zhu		2023	📷		Paper
Exploring Local Sparse Structure Prior for Image Deraining and Desnowing Xin Guo, Xueyang Fu, Zheng-Jun Zha		2024	📷		Paper
RVDNet: a two-stage network for real-world video desnowing with domain adaptation Tianhao Xue, Gang Zhou, Runlin He, Zhong Wang, Juan Chen, Zhenhong Jia	ICASSP	2024	📹		Paper
Slide: Self-supervised lidar de-snowing through reconstruction difficulty Gwangtak Bae, Byungjun Kim, Seongyong Ahn, Jihong Min, Inwook Shim	ECCV	2022	📷		Paper
FedDeSnowNet: Federated De-snowing Network for LiDAR Point Clouds Zhiyu Fang, Boyang Li, Jiahui Liao, Siheng Ren, Kai Huang		2024	📷		Paper
Image snow removal methods for robotic environment fusion Pengyue LI		2019	📷		Paper
Stacked dense networks for single-image snow removal Pengyue Li, Mengshen Yun, Jiandong Tian, Yandong Tang, Guolin Wang, Chengdong Wu		2019	📷		Paper
LIDAR De-Snow Score (DSS): combining quality and perception metrics for optimised data filtering Pak Hung Chan, Daniel Gummadi, Abu Mohammed Raisuddin, Eren Erdal Aksoy, Valentina Donzella		2024	📷		Paper
Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions Zihan Shen, Yu Xuan, Qingyu Yang	ArXiv	2025	📷		Paper
Unsupervised Domain Adaptive Learning for Image Desnowing with Real-World Data Jingxu Ren, Gang Zhou, Yusen Zhu, Yangxin Liu, Juan Chen, Zhenhong Jia	ICIP	2023	📷		Paper
Snow removal in video: A new dataset and a novel method Haoyu Chen, Jingjing Ren, Jinjin Gu, Hongtao Wu, Xuequan Lu, Haoming Cai, Lei Zhu	ICCV	2023	📹		Paper
Deep dense multi-scale network for snow removal using semantic and depth priors Kaihao Zhang, Rongqing Li, Yanjiang Yu, Wenhan Luo, Changsheng Li	TIP	2021	📷		Paper
Deraining and Desnowing Algorithm on Adaptive Tolerance and Dual-tree Complex Wavelet Fusion Jingfeng Zang, Ningxue Xu, Rui Liu, Yuhuan Shi		2020	📷		Paper
Feature Fusion Attention Network with CycleGAN for Image Dehazing, De-Snowing and De-Raining Akshat Jain	ArXiv	2025	📷		Paper
Stereo video deraining and desnowing based on spatiotemporal frame warping Jin-Hwan Kim, Jae-Young Sim, Chang-Su Kim	ICIP	2014	📹		Paper
Desnowformer: an effective transformer-based image desnowing network Ting Zhang, Nanfeng Jiang, Junhong Lin, Jielian Lin, Tiesong Zhao		2022	📷		Paper
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction Jiawei Mao, Yuanqi Chang, Xuesong Yin, Binling Nie	ArXiv	2303	📷		Paper
Check for updates Lidar De-snowing Method with Density and Intensity Fusion		2023	📷		Paper
Single‐image snow removal algorithm based on generative adversarial networks Zhijia Zhang, Sinan Wu, Shixian Wang		2023	📷		Paper
Degradation-adaptive neural network for jointly single image dehazing and desnowing Erkang Chen, Sixiang Chen, Tian Ye, Yun Liu		2024	📷		Paper
Thermal characterisation of electroconductive layers for anti-icing and de-snowing applications on roads P. Leiva-Padilla, F. Moreno-Navarro, G. R. Iglesias, M. C. Rubio-Gamez		2022	📷		Paper
Snowed autoencoders are efficient snow removers Yifan Liu, Jincai Chen, Ping Lu, Chuanbo Zhu, Yugen Jian, Chao Sun, Han Liang		2023	📷		Paper
Rain and Snow Removal Jiandong Tian		2021	📷		Paper
Single image rain/snow removal using distortion type information Hamidreza Fazlali, Shahram Shirani, Michael Bradford, Thia Kirubarajan	Multimed Tools Appl.	2022	📷		Paper
SnowSTNet: A Spatial-Temporal LiDAR Point Cloud Denoising Network for Autonomous Driving in Snowy Weather Yida Li, Xinyuan Yan, He Huang, Yu Liang, Yidan Zhang, Junxing Yang		2025	📷		Paper
Denoising framework based on multiframe continuous point clouds for autonomous driving LiDAR in snowy weather Xinyuan Yan, Junxing Yang, Xinyu Zhu, Yu Liang, He Huang		2024	📷		Paper
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and Desnowing Sotiris Karavarsamis, Alexandros Doumanoglou, Konstantinos Konstantoudakis, Dimitrios Zarpalas		2022	📷		Paper
Adaptive two-stage filter for de-snowing LiDAR point clouds Minh-Hai Le, Ching-Hwa Cheng, Don-Gey Liu, Thanh-Tuan Nguyen		2022	📷		Paper
Ultra-efficient and ultra-rapid solar cell de-icing and de-snowing Siavash Khodakarami, Longnan Li, Nenad Miljkovic	SPIE	2021	📷		Paper
Single Image Desnow Based on Vision Transformer and Conditional Generative Adversarial Network for Internet of Vehicles. Bingcai Wei, Di Wang, Zhuang Wang, Liye Zhang		2023	📷		Paper
Weatherstream: Light transport automation of single image deweathering Howard Zhang, Yunhao Ba, Ethan Yang, Varan Mehra, Blake Gella, Akira Suzuki, Arnold Pfahnl, Chethan Chinder Chandrappa, Alex Wong, Achuta Kadambi	CVPR	2023	📷		Paper
Parameter-efficient fine-tuning for single image snow removal Xinwei Dai, Yuanbo Zhou, Xintao Qiu, Hui Tang, Tong Tong		2025	📷		Paper
Snow removal for LiDAR point clouds with spatio-temporal conditional random fields Weimin Wang, Ting Yang, Yu Du, Yu Liu		2023	📷		Paper
Desnow-Gnn: Spatiotemporal Graph Neural Network for Robust Lidar Point Cloud Denoising in Adverse Weather Lezhi Liao, Xiao Ding, Kun Zhu, Liang Mei, Haiyan OU		5364	📷		Paper
SnowMamba: Achieving More Precise Snow Removal with Mamba Guoqiang Wang, Yanyun Zhou, Fei Shi, Zhenhong Jia		2025	📷		Paper
Video Desnowing Algorithm Based on Multi-Channel Fusion and Group Sparse Coding		2023	📹		Paper
Beyond the snowfall: Enhancing snowy day object detection through progressive restoration and multi-feature fusion Zhong Wang, Gang Zhou, Jing Ma, Tianhao Xue, Zhenhong Jia	ICASSP	2024	📷		Paper
A simulation computation of twist of De-Snowing electric wires due to snow accretion		1976	📷		Paper
Restoring snow-degraded single images with wavelet in vision transformer Obinna Agbodike, Jenhui Chen		2023	📷		Paper
SnowTextNet: Detection-Guided Restoration Dual-Branch Network for Text Detection in Snowy Scenes Xinyi Chen, Gang Zhou, Li Zhang, Zhenhong Jia		2025	📷		Paper
How Hard Is Snow? A Paired Domain Adaptation Dataset for Clear and Snowy Weather: CADC+ Mei Qi Tang, Sean Sedwards, Chengjie Huang, Krzysztof Czarnecki	ArXiv	2025	📷		Paper
Restoring vision in adverse weather conditions with patch-based denoising diffusion models Ozan Özdenizci, Robert Legenstein	TPAMI	2023	📷		Paper
Simulating Marine Snow Images: Pipeline, Data Set, and Benchmark Yiqing Huang, Tianshun Han, Haoru Zhao, Yanyan Liang, Jun Wan, Sergio Escalera, Haiyong Zheng		2025	📷		Paper

All-in-One (AiO) Adverse Weather Removal

Paper List (click to expand)

Paper	Venue	Year	Data	Method	Link	Code
All in One Bad Weather Removal Using Architectural Search Ruoteng Li, Robby T. Tan, Loong-Fah Cheong	CVPR	2020	📷		Paper
Interactive (de) weathering of an image using physical models		2003	📷		Paper
Weatherstream: Light transport automation of single image deweathering Howard Zhang, Yunhao Ba, Ethan Yang, Varan Mehra, Blake Gella, Akira Suzuki, Arnold Pfahnl, Chethan Chinder Chandrappa, Alex Wong, Achuta Kadambi	CVPR	2023	📷		Paper
Learning real-world image de-weathering with imperfect supervision Xiaohui Liu, Zhilu Zhang, Xiaohe Wu, Chaoyu Feng, Xiaotao Wang, Lei Lei, Wangmeng Zuo	AAAI	2024	📷		Paper
Residual deformable convolution for better image de-weathering Huikai Liu, Ao Zhang, Wenqian Zhu, Bin Fu, Bingjian Ding, Shengwu Xiong	PR	2024	📷		Paper
Automatic image de-weathering using physical model and maximum entropy Xin Wang, Zhenmin Tang		2008	📷		Paper
Review on state of art image enhancement and restoration methods for a vision based driver assistance system with De-weathering Achala Chathuranga Aponso, Naomi Krishnarajah		2011	📷		Paper
Pseudo-Label Guided Real-World Image De-weathering: A Learning Framework with Imperfect Supervision Heming Xu, Xiaohui Liu, Zhilu Zhang, Hongzhi Zhang, Xiaohe Wu, Wangmeng Zuo	ArXiv	2025	📷		Paper
Highlights on weathering effects: Improving the appearance modeling of weathering effects on images Djalma Bandeira, Marcelo Walter	Vis Comput	2010	📷		Paper
Fast single image and video deweathering using look-up-table approach Apurva Kumari, Subhendu Kumar Sahoo		2015	📹		Paper
Automatic image de-weathering using curvelet-based vanishing point detection		2007	📷		Paper
Image de-weathering for road based on physical model Yuhui Zhu, Bin Fang, Huiqing Zhang		2009	📷		Paper
Gpu-accelerated real-time surveillance de-weathering		2013	📷		Paper
Real time image and video deweathering: The future prospects and possibilities Apurva Kumari, Subhendu Kumar Sahoo		2016	📹		Paper
A hybrid approach for a vision based driver assistance system with de-weathering Achala Chathuranga Aponso, Naomi Krishnarajah		2012	📷		Paper
Meteorological Normalization or Deweathering for Predicting Air Pollutant Concentration: Pitfalls and Limitations Valentino Petrić, Mario Lovrić, Bernhard C. Geiger		2024	📷		Paper
Significant changes in chemistry of fine particles in wintertime Beijing from 2007 to 2017: impact of clean air actions Yangmei Zhang, Tuan Van Vu, Junying Sun, Jianjun He, Xiaojing Shen, Weili Lin, Xiaoye Zhang, Junting Zhong, Wenkang Gao, Yaqiang Wang, Tzung May Fu, Yaping Ma, Weijun Li, Zongbo Shi		2019	📷		Paper
A Review on Deweathering Methods: Fog & Haze Removal		2016	📷		Paper
Deep learning-based weather image recognition Li-Wei Kang, Ke-Lin Chou, Ru-Hong Fu		2018	📷		Paper
Adverse weather removal with codebook priors Tian Ye, Sixiang Chen, Jinbin Bai, Jun Shi, Chenghao Xue, Jingxia Jiang, Junjie Yin, Erkang Chen, Yun Liu	ICCV	2023	📷		Paper
Language-driven all-in-one adverse weather removal Hao Yang, Liyuan Pan, Yan Yang, Wei Liang	CVPR	2024	📷		Paper
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, Sy-Yen Kuo	CVPR	2022	📷		Paper
Exploring the application of large-scale pre-trained models on adverse weather removal Zhentao Tan, Yue Wu, Qiankun Liu, Qi Chu, Le Lu, Jieping Ye, Nenghai Yu	TIP	2024	📷		Paper
Mowe: mixture of weather experts for multiple adverse weather removal		2023	📷		Paper
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, Xiaowei Hu	CVPR	2023	📷		Paper
Transweather: Transformer-based restoration of images degraded by adverse weather conditions Jeya Maria Jose Valanarasu, Rajeev Yasarla, Vishal M. Patel	CVPR	2022	📷		Paper
Continuous adverse weather removal via degradation-aware distillation Xin Lu, Jie Xiao, Yurui Zhu, Xueyang Fu	CVPR	2025	📷		Paper
DRR: A new method for multiple adverse weather removal Zixuan Li, Fang Long, Wenkang Su, Yuan-Gen Wang, Qingxiao Guan, Lei Cai		2025	📷		Paper
Image all-in-one adverse weather removal via dynamic model weights generation Yecong Wan, Mingwen Shao, Yuanshuo Cheng, Wangmeng Zuo		2024	📷		Paper
Always clear days: Degradation type and severity aware all-in-one adverse weather removal Yu-Wei Chen, Soo-Chang Pei		2025	📷		Paper
Continual all-in-one adverse weather removal with knowledge replay on a unified network structure De Cheng, Yanling Ji, Dong Gong, Yan Li, Nannan Wang, Junwei Han, Dingwen Zhang		2024	📷		Paper
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture Vladimir Frants, Sos Agaian, Karen Panetta, Peter Huang	ArXiv	2025	📷		Paper
Genuine knowledge from practice: Diffusion test-time adaptation for video adverse weather removal Yijun Yang, Hongtao Wu, Angelica I. Aviles-Rivero, Yulun Zhang, Jing Qin, Lei Zhu	CVPR	2024	📹		Paper
Rethinking all-in-one adverse weather removal for object detection Yufeng Li, Jiayu Chen, Chuanlong Xie, Hongming Chen		2024	📷		Paper
SemiDDM-Weather: A Semi-supervised Learning Framework for All-in-one Adverse Weather Removal Fang Long, Wenkang Su, Zixuan Li, Lei Cai, Mingjie Li, Yuan-Gen Wang, Xiaochun Cao	ArXiv	2024	📷		Paper
Framework for generation and removal of multiple types of adverse weather from driving scene images Hanting Yang, Alexander Carballo, Yuxiao Zhang, Kazuya Takeda	Sensors	2023	📷		Paper
Robust Adverse Weather Removal via Spectral-based Spatial Grouping Yuhwan Jeong, Yunseo Yang, Youngho Yoon, Kuk-Jin Yoon	ArXiv	2507	📷		Paper
Multimodal prompt state space models for unified adverse weather removal Pengyue Li, Wentao Li, Jiandong Tian, Yandong Tang		2025	📷		Paper
Multiple Adverse Weather Removal Using Masked-Based Pre-Training and Dual-Pooling Adaptive Convolution Shugo Yamashita, Masaaki Ikehara		2024	📷		Paper
Video adverse-weather-component suppression network via weather messenger and adversarial backpropagation Yijun Yang, Angelica I. Aviles-Rivero, Huazhu Fu, Ye Liu, Weiming Wang, Lei Zhu	ICCV	2023	📹		Paper
All in one bad weather removal using architectural search Ruoteng Li, Robby T. Tan, Loong-Fah Cheong	CVPR	2020	📷		Paper
Decoupling degradation and content processing for adverse weather image restoration Xi Wang, Xueyang Fu, Peng-Tao Jiang, Jie Huang, Mi Zhou, Bo Li, Zheng-Jun Zha	ArXiv	2023	📷		Paper
WM-MoE: Weather-aware multi-scale mixture-of-experts for blind adverse weather removal Yulin Luo, Rui Zhao, Xiaobao Wei, Jinwei Chen, Yijie Lu, Shenghao Xie, Tianyu Wang, Ruiqin Xiong, Ming Lu, Shanghang Zhang	ArXiv	2023	📷		Paper
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal Rongxin Liao, Feng Li, Yanyan Wei, Zenglin Shi, Le Zhang, Huihui Bai, Meng Wang	ArXiv	2025	📷		Paper
All-in-one adverse weather removal via dual state space-based diffusion model with degradation-aware guidance Dirui Xie, Xiaofang Hu, Yue Zhou, Shukai Duan	PR	2026	📷		Paper
RestoreCUFormer: Transformers to Make Strong Encoders via Two-stage Knowledge Learning For Multiple Adverse Weather Removal Jianping Li, Zhihao Wang, Jincheng Wan, Huaiwei Si, Xiang Wang, Guozhen Tan		2024	📷		Paper
Learning to remove bad weather: towards robust visual perception for self-driving Younkwan Lee, Yechan Kim, Jongmin Yu, Moongu Jeon		2022	📷		Paper
Restoring images in adverse weather conditions via histogram transformer Shangquan Sun, Wenqi Ren, Xinwei Gao, Rui Wang, Xiaochun Cao	ECCV	2024	📷		Paper
Removing Multiple Hybrid Adverse Weather in Video via a Unified Model Yecong Wan, Mingwen Shao, Yuanshuo Cheng, Jun Shu, Shuigen Wang	ArXiv	2025	📹		Paper
WeatherClean: An Image Restoration Algorithm for UAV-Based Railway Inspection in Adverse Weather Kewen Wang, Shaobing Yang, Zexuan Zhang, Zhipeng Wang, Limin Jia, Mengwei Li, Shengjia Yu	Sensors	2025	📷		Paper
Low-rank adaptation-based all-weather removal for autonomous navigation Sudarshan Rajagopalan, Vishal M. Patel	ArXiv	2024	📷		Paper
TAP: Parameter-efficient Task-Aware Prompting for Adverse Weather Removal Hanting Wang, Shengpeng Ji, Shulei Wang, Hai Huang, Xiao Jin, Qifei Zhang, Tao Jin	ArXiv	2025	📷		Paper
Point cloud processing under adverse weather: a survey of datasets, enhancement, and denoising methods Zongwen Gu, Zhizhou Wu, Chi Zhang, Yunyi Liang		2025	📷		Paper
DDCNet: Advanced Decoupling of Degradation and Content for Adverse Weather Image Restoration Xi Wang, Xueyang Fu, Yurui Zhu, Zheng-Jun Zha		2025	📷		Paper
Multiple adverse weather removal using adversarial and contrastive learning Yuanfan Zhang, Jinghua Wang, Liang Hu		2023	📷		Paper
ART-SS: an adaptive rejection technique for semi-supervised restoration for adverse weather-affected images Rajeev Yasarla, Carey E. Priebe, Vishal M. Patel	ECCV	2022	📷		Paper
Restoring vision in adverse weather conditions with patch-based denoising diffusion models Ozan Özdenizci, Robert Legenstein	TPAMI	2023	📷		Paper
4denoisenet: Adverse weather denoising from adjacent point clouds Alvari Seppanen, Risto Ojala, Kari Tammi		2022	📷		Paper
Combating bad weather part i: Rain removal from video Sudipta Mukhopadhyay, Abhishek Kumar Tripathi		2014	📹		Paper
Allweather-net: Unified image enhancement for autonomous driving under adverse weather and low-light conditions Chenghao Qian, Mahdi Rezaei, Saeed Anwar, Wenjing Li, Tanveer Hussain, Mohsen Azarmi, Wei Wang	PR	2024	📷		Paper
A Review of Unmanned Visual Target Detection in Adverse Weather Yifei Song, Yanfeng Lu		2025	📷		Paper
Disentangled bad weather removal gan for pedestrian detection Hanting Yang, Alexander Carballo, Kazuya Takeda		2022	📷		Paper
Learning to Restore Arbitrary Hybrid adverse weather Conditions in one go Yecong Wan, Mingwen Shao, Yuanshuo Cheng, Yuexian Liu, Zhiyuan Bao	PR	2025	📷		Paper
Analysis of adverse weather for excusable delays Long D. Nguyen, Jax Kneppers, Borja García de Soto, William Ibbs		2010	📷		Paper
Current and future approaches to wet weather flow management: A review Paige E. Peters, Daniel H. Zitomer		2021	📷		Paper
Towards real-world adverse weather image restoration: Enhancing clearness and semantics with vision-language models Jiaqi Xu, Mengyang Wu, Xiaowei Hu, Chi-Wing Fu, Qi Dou, Pheng-Ann Heng	ECCV	2024	📷		Paper
Multi-weather city: Adverse weather stacking for autonomous driving Valentina Mușat, Ivan Fursa, Paul Newman, Fabio Cuzzolin, Andrew Bradley	ICCV	2021	📷		Paper
Weathergs: 3d scene reconstruction in adverse weather conditions via gaussian splatting Chenghao Qian, Yuhu Guo, Wenjing Li, Gustav Markkula	ArXiv	2412	📷		Paper
Study of Filtering the Weather Adverse Effects to Object Detection S. Shtekhin, D. Karachev, A. Stadnik		2024	📷		Paper
Learning with confidence the likelihood of flight diversion due to adverse weather at destination Ramon Dalmau, Gilles Gawinowski		2023	📷		Paper
… Encoder and Decoder-Based Transformer Fusion with Deep Residual Attention for Restoration of Degraded Images and Clear Visualization in Adverse Weather … Sahadeb Shit, Bappadittya Roy, Dibyendu Kumar Das, Dip Narayan Ray		2024	📷		Paper
Cfmw: Cross-modality fusion mamba for multispectral object detection under adverse weather conditions Haoyuan Li, Qi Hu, Binjia Zhou, You Yao, Jiacheng Lin, Kailun Yang, Peng Chen	ArXiv	2404	📷		Paper
Framework of degraded image restoration and simultaneous localization and mapping for multiple bad weather conditions Yunlong Dong, Wei Guo, Mantian Li, Fusheng Zha, Bing Shao, Lining Sun	OE	2023	📷		Paper
Problems related to the operation of autonomous vehicles in adverse weather conditions Michał Brzozowski, Krzysztof Parczewski		2023	📷		Paper
TANet: Triplet attention network for all-in-one adverse weather image restoration Hsing-Hua Wang, Fu-Jen Tsai, Yen-Yu Lin, Chia-Wen Lin	ACCV	2024	📷		Paper
Power Line Aerial Image Restoration Under Adverse Weather: Datasets and Baselines Sai Yang, Bin Hu, Bojun Zhou, Fan Liu, Xiaoxin Wu, Xinsong Zhang, Juping Gu, Jun Zhou		2025	📷		Paper
Unified multi-weather visibility restoration Ashutosh Kulkarni, Prashant W. Patil, Subrahmanyam Murala, Sunil Gupta		2022	📷		Paper
Degradation type-aware image restoration for effective object detection in adverse weather Xiaochen Huang, Xiaofeng Wang, Qizhi Teng, Xiaohai He, Honggang Chen	Sensors	2024	📷		Paper
Da-raw: Domain adaptive object detection for real-world adverse weather conditions Minsik Jeon, Junwon Seo, Jihong Min	ICRA	2024	📷		Paper
Cnn-based lidar point cloud de-noising in adverse weather Robin Heinzler, Florian Piewak, Philipp Schindler, Wilhelm Stork		2020	📷		Paper
Let it snow: On the synthesis of adverse weather image data Thomas Rothmeier, Werner Huber		2021	📷		Paper
DS-Diff: a dual-stage network with degradation-aware and semantic-aware for adverse weather removal based on diffusion models Qian Zhang, Shasha Li, Mingwen Shao	Multimed Tools Appl.	2025	📷		Paper
AdverseNet: A Unified LiDAR Point Cloud Denoising Network for Autonomous Driving in Adverse Weather		2025	📷		Paper
Contrast restoration of weather degraded images Srinivasa G. Narasimhan, Shree K. Nayar		2003	📷		Paper
Teaching tailored to talent: Adverse weather restoration via prompt pool and depth-anything constraint Sixiang Chen, Tian Ye, Kai Zhang, Zhaohu Xing, Yunlong Lin, Lei Zhu	ECCV	2024	📷		Paper
Enhancing robustness of weather removal: preprocessing-based defense against adversarial attacks Vladimir A. Frants, Sos S. Agaian	SPIE	2024	📷		Paper
Survey on lidar perception in adverse weather conditions Mariella Dreissig, Dominik Scheuble, Florian Piewak, Joschka Boedecker		2023	📷		Paper
Gridformer: Residual dense transformer with grid structure for image restoration in adverse weather conditions Tao Wang, Kaihao Zhang, Ziqian Shao, Wenhan Luo, Bjorn Stenger, Tong Lu, Tae-Kyun Kim, Wei Liu, Hongdong Li	IJCV	2024	📷		Paper
Vehicle detection and tracking in adverse weather using a deep learning framework M. Hassaballah, Mourad A. Kenk, Khan Muhammad, Shervin Minaee		2020	📷		Paper
Rethinking LiDAR object detection in adverse weather conditions Teja Vattem, George Sebastian, Luka Lukic	ICRA	2022	📷		Paper
Visual quality enhancement of images under adverse weather conditions Jashojit Mukhtarjee, K Praveen, Venugopala Madumbu		2018	📷		Paper
Worsening perception: Real-time degradation of autonomous vehicle perception performance for simulation of adverse weather conditions Ivan Fursa, Elias Fandi, Valentina Musat, Jacob Culley, Enric Gil, Izzeddin Teeti, Louise Bilous, Isaac Vander Sluis, Alexander Rast, Andrew Bradley	ArXiv	2021	📷		Paper
Depth-aware blind image decomposition for real-world adverse weather recovery Chao Wang, Zhedong Zheng, Ruijie Quan, Yi Yang	ECCV	2024	📷		Paper
Robust object detection in challenging weather conditions Himanshu Gupta, Oleksandr Kotlyar, Henrik Andreasson, Achim J. Lilienthal	WACV	2024	📷		Paper
Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse Weather Jilong Guo, Haobo Yang, Mo Zhou, Xinyu Zhang	ArXiv	2024	📷		Paper
Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions Zihan Shen, Yu Xuan, Qingyu Yang	ArXiv	2025	📷		Paper
Object Detection in Adverse Weather Conditions using Machine Learning Manish Kumar, Anup Lal Yadav, Abhilaksh Arora, Arnab Deb		2023	📷		Paper
Weather removal with a lightweight quaternion Chebyshev neural network Vladimir A. Frants, Sos Agaian	SPIE	2023	📷		Paper
Q-KAN: enhancing robustness of weather removal: preprocessing-based defense against adversarial attacks Vladimir A. Franc, Sos Agaian	SPIE	2025	📷		Paper
MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery Hainuo Wang, Qiming Hu, Xiaojie Guo	ArXiv	2025	📷		Paper
Perception methods for adverse weather based on vehicle infrastructure cooperation system: A review Jizhao Wang, Zhizhou Wu, Yunyi Liang, Jinjun Tang, Huimiao Chen	Sensors	2024	📷		Paper
ARODNet: adaptive rain image enhancement object detection network for autonomous driving in adverse weather conditions Yongsheng Qiu, Yuanyao Lu, Yuantao Wang, Haiyang Jiang	OE	2023	📷		Paper
AWRaCLe: All-weather image restoration using visual in-context learning Sudarshan Rajagopalan, Vishal M. Patel	AAAI	2025	📷		Paper
Dsor: A scalable statistical filter for removing falling snow from lidar point clouds in severe winter weather Akhil Kurup, Jeremy Bos	ArXiv	2021	📷		Paper
The impact of adverse weather conditions on autonomous vehicles: How rain, snow, fog, and hail affect the performance of a self-driving car Shizhe Zang, Ming Ding, David Smith, Paul Tyler, Thierry Rakotoarivelo, Mohamed Ali Kaafar		2019	📷		Paper
Prompt-guided and degradation prior supervised transformer for adverse weather image restoration Weihan Liu, Mingwen Shao, Lingzhuang Meng, Yuanjian Qiao, Zhiyuan Bao	Appl. Intell.	2025	📷		Paper
Adverse weather target detection algorithm based on adaptive color levels and improved YOLOv5 Jiale Yao, Xiangsuo Fan, Bing Li, Wenlin Qin	Sensors	2022	📷		Paper
Test-time Adaptation for Real-World Video Adverse Weather Restoration with Meta Batch Normalization Jinliang Liu, Zongxin Yang	TCSVT	2025	📹		Paper
Restoring images captured in arbitrary hybrid adverse weather conditions in one go Ye-Cong Wan, Ming-Wen Shao, Yuan-Shuo Cheng, Yue-Xian Liu, Zhi-Yuan Bao	ArXiv	2023	📷		Paper
Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions Jiaqi Xu, Xiaowei Hu, Lei Zhu, Pheng-Ann Heng	TCSVT	2025	📷		Paper
Perception-friendly video enhancement for autonomous driving under adverse weather conditions Younkwan Lee, Yeongmin Ko, Yechan Kim, Moongu Jeon	ICRA	2022	📹		Paper
AdWeatherNet: Adverse Weather Denoising with Point Cloud Spatiotemporal Attention Haozheng Han, Dongyu Du, Jie Luo, Xin Jin		2024	📷		Paper
Adaptive enhancement of spatial information in adverse weather Mohammad Shabaz, Mukesh Soni		2024	📷		Paper
WRRT-DETR: weather-robust RT-DETR for drone-view object detection in adverse weather Bei Liu, Jiangliang Jin, Yihong Zhang, Chen Sun	Drones	2025	📷		Paper
Rethinking data augmentation for robust lidar semantic segmentation in adverse weather Junsung Park, Kyungmin Kim, Hyunjung Shim	ECCV	2024	📷		Paper

High-level Vision

Object Detection

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
Three-Channel Infrared Imaging for Object Detection in Haze Beinan Yu, Yifan Chen, Si-Yuan Cao, Hui-Liang Shen, Junwei Li	TIM	2022	Haze	📷	Paper
Detection-Friendly Dehazing: Object Detection in Real-World Hazy Scenes Chengyang Li; Heng Zhou; Yang Liu; Caidong Yang; Yongqiang Xie; Zhongbo Li	TPAMI	2023	Haze	📷	Paper
Unified Density-Aware Image Dehazing and Object Detection in Real-World Hazy Scenes Zhengxi Zhang⋆, Liang Zhao⋆, Yunan Liu, Shanshan Zhang, Jian Yan	ACCV	2020	Haze	📷	Paper	Code
HazyDet: Open-Source Benchmark for Drone-View Object Detection with Depth-Cues in Hazy Scenes Changfeng Feng, Zhenyuan Chen, Xiang Li, Chunping Wang, Jian Yang, Ming-Ming Cheng, Yimian Dai, Qiang Fu	ArXiv	2024	Haze	📷 📊	Paper	Code
Rain Rendering for Evaluating and Improving Robustness to Bad Weather Maxime Tremblay, Shirsendu Sukanta Halder, Raoul de Charette & Jean-François Lalonde	IJCV	2020	🌧️	📷	Paper	Code

Semantic Segmentation

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
Rain Rendering for Evaluating and Improving Robustness to Bad Weather Maxime Tremblay, Shirsendu Sukanta Halder, Raoul de Charette & Jean-François Lalonde	IJCV	2020	🌧️	📷	Paper	Code

Object Tracking

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
Curating papers for this section. Contributions welcome

Depth Estimation

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
DEHRFormer: Real-Time Transformer for Depth Estimation and Haze Removal from Varicolored Haze Scenes Sixiang Chen; Tian Ye; Jun Shi; Yun Liu; JingXia Jiang; Erkang Chen	ICASSP	2023	🌫️	📷	Paper
Depth Estimation for Hazy Images Using Deep Learning Laksmita Rahadianti; Fumihiko Sakaue; Jun Sato	ACPR	2017	🌫️	📷	Paper
CNN-Based Simultaneous Dehazing and Depth Estimation Byeong-Uk Lee; Kyunghyun Lee; Jean Oh; In So Kweon	ICRA	2020	🌫️	📷	Paper
S2DNet: Depth Estimation From Single Image and Sparse Samples Praful Hambarde; Subrahmanyam Murala	TCI	2020	🌫️	📷	Paper
Depth-Centric Dehazing and Depth-Estimation from Real-World Hazy Driving Video Junkai Fan, Kun Wang, Zhiqiang Yan, Xiang Chen, Shangbing Gao, Jun Li, Jian Yang	AAAI	2025	🌫️	📹	Paper	Code
Combining semantic scene priors and haze removal for single image depth estimation Ke Wang; Enrique Dunn; Joseph Tighe; Jan-Michael Frahm	WACV	2014	🌫️	📷	Paper
Depth Estimation from Single Hazy Images with 2-Phase Training Laksmita Rahadianti; Fumihiko Sakaue; Jun Sato	ICACSIS	2020	🌫️	📷	Paper
Progressive dehazing and depth estimation from a single hazy image Jeonghoon Kim, Sungyoon Kim, Changhoon Pyo, Hyeongmyeon Kim, Changhoon Yi	IEIE SPC	2022	🌫️	📷	Paper
Image-Based PM2.5 Estimation and its Application on Depth Estimation Jian Ma; Kun Li; Yahong Han; Pufeng Du; Jingyu Yang	ICASSP	2018	🌫️	📷	Paper
Robust Depth Estimation in Foggy Environments Combining RGB Images and mmWave Radar Mengchen Xiong; Xiao Xu; Dong Yang; Eckehard Steinbach	ISM	2022	🌫️	📷	Paper
FoggyDepth: Leveraging Channel Frequency and Non-Local Features for Depth Estimation in Fog Mengjiao Shen; Liuyi Wang; Xianyou Zhong; Chengju Liu; Qijun Chen	TCSVT	2025	🌫️	📷	Paper
Fog density estimation and image defogging based on surrogate modeling for optical depth Yutong Jiang; Changming Sun; Yu Zhao; Li Yang	TIP	2017	🌫️	📷	Paper
Example based depth from fog Kristofor B. Gibson; Serge J. Belongie; Truong Q. Nguyen	ICIP	2013	🌫️	📷	Paper
An enhanced window-variant dark channel prior for depth estimation using single foggy image Jie Chen; Lap-Pui Chau	ICIP	2013	🌫️	📷	Paper
Self-supervised monocular depth estimation in fog Bo Tao†, Jiaxin Hu†, Du Jiang, Gongfa Li, Baojia Chen, Xinbo Qian	OE	2022	🌫️	📷	Paper	Code
Estimating Fog Parameters From an Image Sequence Using Non-Linear Optimisation Yining Ding, Andrew M. Wallace, Sen Wang	WACV	2024	🌫️	📷	Paper
Factorizing Scene Albedo and Depth from a Single Foggy Image Louis Kratz; Ko Nishino	ICCV	2009	🌫️	📷	Paper
Self-supervised Monocular Depth Estimation: Let's Talk About The Weather Kieran Saunders, George Vogiatzis, Luis J. Manso	ICCV	2023	🌫️🌧️❄️	📷	Paper	Code
Unsupervised Monocular Depth Estimation for Foggy Images with Domain Separation and Self-Depth Domain Conversion Fuyang Liu, Jianjun Li	CVM	2025	🌫️	📷	Paper
Depth from phasor distortions in fog Takeshi Muraji, Kenichiro Tanaka, Takuya Funatomi, Yasuhiro Mukaigawa	Optics Express	2019	🌫️	📷	Paper	Code
Gated2Gated: Self-Supervised Depth Estimation from Gated Images Amanpreet Walia, Stefanie Walz, Mario Bijelic, Fahim Mannan, Frank Julca-Aguilar, Michael Langer, Werner Ritter, Felix Heide	CVPR	2022	🌫️❄️	📷	Paper	Code
Rain Rendering for Evaluating and Improving Robustness to Bad Weather Maxime Tremblay, Shirsendu Sukanta Halder, Raoul de Charette & Jean-François Lalonde	IJCV	2020	🌧️	📷	Paper	Code
Robust Monocular Depth Estimation under Challenging Conditions Stefano Gasperini, Nils Morbitzer, HyunJun Jung, Nassir Navab, Federico Tombari	ICCV	2023	🌧️🌃	📷	Paper	Code
Empirical Study: Monocular Depth Estimation from RGB, NIR, Thermal Image in Adverse Weather Conditions Ukcheol Shin; Soonmin Hwang; Jean Oh	ICTC	2023	🌧️❄️🌃		Paper

Autonomous Driving

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
Curating papers for this section. Contributions welcome

Scene Stylization

Paper List (click to expand)

Paper	Venue	Year	Weather	Data	Link	Code
Dehazing-NeRF: Neural Radiance Fields from Hazy Images Tian Li, LU Li, Wei Wang, Zhangchi Feng	ArXiv	2023	🌫️	📷	Paper	Code
DehazeNeRF: Multiple Image Haze Removal and 3D Shape Reconstruction using Neural Radiance Fields Wei-Ting Chen, Wang Yifan, Sy-Yen Kuo, Gordon Wetzstein	3DV	2024	🌫️	📷	Paper	Code
RainyScape: Unsupervised Rainy Scene Reconstruction using Decoupled Neural Rendering Xianqiang Lyu, Hui Liu, Junhui Hou	MM	2024	🌧️	📷	Paper	Code
DeRainGS: Gaussian Splatting for Enhanced Scene Reconstruction in Rainy Environments Shuhong Liu, Xiang Chen, Hongming Chen, Quanfeng Xu, Mingrui Li	AAAI	2025	🌧️	📷	Paper
DerainNeRF: 3D Scene Estimation with Adhesive Waterdrop Removal Yunhao Li, Jing Wu, Lingzhe Zhao, Peidong Liu	ICRA	2024	💧	📷	Paper	Code
Weathergs: 3d scene reconstruction in adverse weather conditions via gaussian splatting Chenghao Qian, Yuhu Guo, Wenjing Li, Gustav Markkula	ICRA	2025	🌧️❄️	📷	Paper	Code
ClimateNeRF: Extreme Weather Synthesis in Neural Radiance Field Yuan Li, Zhi-Hao Lin, David Forsyth, Jia-Bin Huang, Shenlong Wang	ICCV	2023	🌫️❄️	📷	Paper	Code
Rain Rendering for Evaluating and Improving Robustness to Bad Weather Maxime Tremblay, Shirsendu Sukanta Halder, Raoul de Charette & Jean-François Lalonde	IJCV	2020	🌧️	📷	Paper	Code
WeatherDiffusion: Weather-Guided Diffusion Model for Forward and Inverse Rendering Yixin Zhu, Zuoliang Zhu, Miloš Hašan, Jian Yang, Jin Xie, Beibei Wang	ArXiv	2025	🌫️🌧️❄️	📷	Paper
Physics-Based Rendering for Improving Robustness to Rain Shirsendu Halder; Jean-Francois Lalonde; Raoul De Charette	ICCV	2019	🌧️	📷	Paper	Code
ScatterNeRF: Seeing Through Fog with Physically-Based Inverse Neural Rendering Andrea Ramazzina, Mario Bijelic, Stefanie Walz, Alessandro Sanvito, Dominik Scheuble, Felix Heide	ICCV	2023	🌫️	📷	Paper	Code
ClimateGS: Real-Time Climate Simulation with 3D Gaussian Style Transfer Yuezhen Xie, Meiying Zhang, Qi Hao	ArXiv	2025	:snow:	📷	Paper
WeatherEdit: Controllable Weather Editing with 4D Gaussian Field Chenghao Qian, Wenjing Li, Yuhu Guo, Gustav Markkula	ArXiv	2025	🌫️🌧️❄️	📷	Paper	Code

Benchmark

Dataset / Benchmark	Task	Year	Data	Paper	Code
D-HAZY	Dehazing	2016	📷📊	Paper
RESIDE	Dehazing	2018	📷📊	Paper	Code
I-HAZE	Dehazing	2018	📷📊	Paper
O-HAZE	Dehazing	2018	📷📊	Paper
NH-HAZE	Dehazing	2020	📷📊	Paper
Dense-Haze	Dehazing	2019	📷📊	Paper
HazyDet	Object Detection in Haze	2024	📷📊	Paper	Code

Citation

If you find this repository useful, please consider citing the survey papers listed above and starring the repository.

Contributing

Pull requests for missing papers, metadata fixes, broken links, and benchmark updates are welcome. Please keep each entry in the existing table format and prefer official project or author-maintained code links when available.