Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning

10 April 2019

Papers citing "Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning"

50 / 55 papers shown

Title
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 48 0 0 03 May 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Yu Qiao Chao Dong Yihao Liu MLLM 71 1 0 07 Apr 2025
ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts Linfeng Tang Yeda Wang Z. Cai Junjun Jiang Jiayi Ma 50 1 0 30 Mar 2025
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Xiaoran Xu Jiangang Yang Wenhui Shi Siyuan Ding Luqing Luo Jian Liu 100 1 0 24 Feb 2025
RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior Ching Hua Lee Chouchang Yang Jaejin Cho Yashas Malur Saidutta R. S. Srinivasa Yilin Shen Hongxia Jin DiffM 88 0 0 19 Feb 2025
Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining Jinfan Hu Zhiyuan You Jinjin Gu Kaiwen Zhu Tianfan Xue Chao Dong 55 0 0 18 Feb 2025
TANet: Triplet Attention Network for All-In-One Adverse Weather Image Restoration Hsing-Hua Wang Fu-Jen Tsai Yen-Yu Lin Chia-Wen Lin ViT 43 1 0 10 Oct 2024
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions Weifeng Lin Xinyu Wei Renrui Zhang Le Zhuo Shitian Zhao ... Junlin Xie Junlin Xie Yu Qiao Peng Gao Hongsheng Li MLLM DiffM 66 11 0 23 Sep 2024
Boosting Adverse Weather Crowd Counting via Multi-queue Contrastive Learning Tianhang Pan Zhuoran Zheng 72 0 0 12 Aug 2024
Sharing Key Semantics in Transformer Makes Efficient Image Restoration Bin Ren Yawei Li Christos Sakaridis Rakesh Ranjan Mengyuan Liu Rita Cucchiara Luc Van Gool Ming-Hsuan Yang N. Sebe 53 5 0 30 May 2024
Driving-Video Dehazing with Non-Aligned Regularization for Safety Assistance Junkai Fan Jiangwei Weng Kun Wang Yijun Yang J. Qian Jun Li Jian Yang 66 5 0 16 May 2024
Strong and Controllable Blind Image Decomposition Zeyu Zhang Junlin Han Chenhui Gou Hongdong Li Liang Zheng 46 1 0 15 Mar 2024
NightRain: Nighttime Video Deraining via Adaptive-Rain-Removal and Adaptive-Correction Beibei Lin Yeying Jin Wending Yan Wei Ye Yuan. Yuan Shunli Zhang Robby T. Tan 35 9 0 01 Jan 2024
Decoupling Degradation and Content Processing for Adverse Weather Image Restoration Xi Wang Xueyang Fu Peng-Tao Jiang Jie Huang Mi Zhou Yue Liu Zheng-Jun Zha 40 1 0 08 Dec 2023
Language-driven All-in-one Adverse Weather Removal Hao Yang Liyuan Pan Yan Yang Wei Liang VLM KELM 34 18 0 03 Dec 2023
TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in Rain Shen Zheng Chan Lu S. Narasimhan DiffM 36 4 0 01 Nov 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 32 12 0 24 May 2023
MonoTDP: Twin Depth Perception for Monocular 3D Object Detection in Adverse Scenes Xingyuan Li Jingyuan Liu Yixin Lei Long Ma Xin-Yue Fan Risheng Liu 31 2 0 18 May 2023
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal Yulin Luo Rui Zhao Xi Wei Jinwei Chen Yijie Lu Shenghao Xie Tianyu Wang Ruiqin Xiong Ming Lu Shanghang Zhang 36 3 0 24 Mar 2023
Rethinking Generative Methods for Image Restoration in Physics-based Vision: A Theoretical Analysis from the Perspective of Information Xudong Kang H. Xie Man-Leung Wong J. Qin 36 0 0 05 Dec 2022
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions Mingjiang Li Binhui Xie Shuang Li Chi Harold Liu Xinjing Cheng 44 12 0 22 Nov 2022
Stereo Image Rain Removal via Dual-View Mutual Attention Yanyan Wei Zhao Zhang Zhong-zhong Zhao Yang Zhao Richang Hong Yi Yang 26 3 0 18 Nov 2022
Potential Auto-driving Threat: Universal Rain-removal Attack Jincheng Hu Jihao Li Zhuoran Hou Jingjing Jiang Cunjia Liu Yuanjian Zhang AAML 24 4 0 18 Nov 2022
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity Yi Chang Yun Guo Yuntong Ye C. Yu Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 42 16 0 02 Nov 2022
GTAV-NightRain: Photometric Realistic Large-scale Dataset for Night-time Rain Streak Removal Fan Zhang Shaodi You Yu Li Ying Fu 62 6 0 10 Oct 2022
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process Zhiqiang Yuan Jianhua Zhang Yilin Ji G. Pedersen W. Fan 28 17 0 16 Aug 2022
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models Ozan Özdenizci Robert Legenstein DiffM 36 242 0 29 Jul 2022
Not Just Streaks: Towards Ground Truth for Single Image Deraining Yunhao Ba Howard Zhang Ethan Yang Akira Suzuki Arnold Pfahnl ... C. Melo Suya You Stefano Soatto A. Wong A. Kadambi 47 39 0 22 Jun 2022
Toward Real-world Single Image Deraining: A New Benchmark and Beyond Wei Li Qiming Zhang Jing Zhang Zhen Huang Xinmei Tian Dacheng Tao 42 21 0 11 Jun 2022
Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for Mixture of Rain Removal Yiyang Shen Yongzhen Wang Mingqiang Wei Honghua Chen H. Xie Gary Cheng F. Wang GAN 25 3 0 28 Apr 2022
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond Yi Yu Wenhan Yang Yap-Peng Tan Alex C. Kot AAML 39 61 0 31 Mar 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity Yuntong Ye C. Yu Yi Chang Lin Zhu Xile Zhao Luxin Yan Yonghong Tian SSL 21 49 0 22 Mar 2022
A comprehensive benchmark analysis for sand dust image reconstruction Yazhong Si Fan Yang Yanru Guo Wei Zhang Yipu Yang 36 21 0 07 Feb 2022
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 56 276 0 29 Nov 2021
ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation Wei-Ting Chen Cheng-Che Tsai H. Fang I-Hsiang Chen Jian-Jiun Ding Sy-Yen Kuo 33 7 0 25 Nov 2021
Zero-Shot Day-Night Domain Adaptation with a Physics Prior A. Lengyel Sourav Garg Michael Milford Jan van Gemert 60 57 0 11 Aug 2021
Rain Removal and Illumination Enhancement Done in One Go Yecong Wan Yuanshuo Cheng Mingwen Shao 37 5 0 09 Aug 2021
Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Prior Kaihao Zhang Wenhan Luo Yanjiang Yu Wenqi Ren Fang Zhao Changsheng Li Lin Ma Wei Liu Hongdong Li 35 59 0 09 May 2021
Multi-Scale Hourglass Hierarchical Fusion Network for Single Image Deraining Xiang Chen Yufeng Huang Lei Xu 29 9 0 25 Apr 2021
Dual Attention-in-Attention Model for Joint Rain Streak and Raindrop Removal Kaihao Zhang Dongxu Li Wenhan Luo Wenqi Ren 24 73 0 12 Mar 2021
CoMoGAN: continuous model-guided image-to-image translation Fabio Pizzati Pietro Cerri Raoul de Charette VLM 56 41 0 11 Mar 2021
Semi-Supervised Image Deraining using Gaussian Processes R. Yasarla Vishwanath A. Sindagi Vishal M. Patel 14 21 0 25 Sep 2020
From Rain Generation to Rain Removal Hong Wang Zongsheng Yue Qi Xie Qian Zhao Yefeng Zheng Deyu Meng 21 5 0 08 Aug 2020
Rethinking Image Deraining via Rain Streaks and Vapors Yinglong Wang Yibing Song Chao Ma B. Zeng DiffM 35 50 0 03 Aug 2020
DCSFN: Deep Cross-scale Fusion Network for Single Image Rain Removal Cong Wang Xiaoying Xing Zhixun Su Junyang Chen 17 115 0 03 Aug 2020
Syn2Real Transfer Learning for Image Deraining using Gaussian Processes R. Yasarla Vishwanath A. Sindagi Vishal M. Patel 34 173 0 10 Jun 2020
Fast Soft Color Segmentation Naofumi Akimoto Huachun Zhu Yanghua Jin Y. Aoki SSeg 68 27 0 17 Apr 2020
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey Chongzhen Zhang Jianrui Wang Gary G. Yen Chaoqiang Zhao Qiyu Sun Yang Tang Feng Qian Jürgen Kurths AAML 35 20 0 29 Mar 2020
Multi-Scale Progressive Fusion Network for Single Image Deraining Kui Jiang Zhongyuan Wang Peng Yi Cen Chen Baojin Huang Yimin Luo Jiayi Ma Junjun Jiang 31 587 0 24 Mar 2020
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar AI4CE PINN 26 207 0 28 Jan 2020