TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions

29 November 2021

Jeya Maria Jose Valanarasu

Papers citing "TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions"

50 / 154 papers shown

Title
Towards Unified Deep Image Deraining: A Survey and A New Benchmark Xiang Chen Jin-shan Pan Jiangxin Dong Jinhui Tang 18 12 0 05 Oct 2023
Video Adverse-Weather-Component Suppression Network via Weather Messenger and Adversarial Backpropagation Yijun Yang Angelica I. Aviles-Rivero H. Fu Ye Liu Weiming Wang Lei Zhu ViT 6 7 0 24 Sep 2023
Multi-dimension Queried and Interacting Network for Stereo Image Deraining Yuanbo Wen Tao Gao Ziqi Li Jing Zhang Ting Chen 6 3 0 19 Sep 2023
Prompt-based Ingredient-Oriented All-in-One Image Restoration Huiyu Gao Depeng Dang DiffM 15 11 0 06 Sep 2023
Cross-Consistent Deep Unfolding Network for Adaptive All-In-One Video Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Lixu Zhang W. Zuo Deyu Meng VGen 11 2 0 04 Sep 2023
MetaWeather: Few-Shot Weather-Degraded Image Restoration Youngrae Kim Younggeol Cho Thanh-Tung Nguyen Seunghoon Hong Dongman Lee 8 0 0 28 Aug 2023
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks Sixiang Chen Tian-Chun Ye Jinbin Bai Erkang Chen Jun Shi Lei Zhu 21 19 0 27 Aug 2023
Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration Liyan Wang Qinyu Yang Cong Wang Wen Wang Jin-shan Pan Zhixun Su DiffM 16 2 0 17 Aug 2023
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal Yun Guo Xu Xiao Yi Chang Shumin Deng Luxin Yan 11 21 0 07 Aug 2023
All-in-one Multi-degradation Image Restoration Network via Hierarchical Degradation Representation Cheng Zhang Yu Zhu Qingsen Yan Jinqiu Sun Yanning Zhang 23 5 0 06 Aug 2023
Decomposition Ascribed Synergistic Learning for Unified Image Restoration Jinghao Zhang Fengmei Zhao 21 1 0 01 Aug 2023
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix Shashank Agnihotri Kanchana Vaishnavi Gandikota Julia Grabinski Paramanand Chandramouli M. Keuper 17 8 0 25 Jul 2023
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining M. Tong Xu Yan Yongzhen Wang 11 0 0 19 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 8 4 0 15 Jul 2023
Uni-Removal: A Semi-Supervised Framework for Simultaneously Addressing Multiple Degradations in Real-World Images Yongheng Zhang Danfeng Yan Yuanqiang Cai 14 0 0 11 Jul 2023
PromptIR: Prompting for All-in-One Blind Image Restoration Vaishnav Potlapalli Syed Waqas Zamir Salman Khan F. Khan VLM 21 53 0 22 Jun 2023
TransRef: Multi-Scale Reference Embedding Transformer for Reference-Guided Image Inpainting Taorong Liu Liang Liao Delin Chen Jing Xiao Zheng Wang Chia-Wen Lin Shiníchi Satoh ViT DiffM 8 4 0 20 Jun 2023
Exploring the Application of Large-scale Pre-trained Models on Adverse Weather Removal Zhentao Tan Yue-bo Wu Qiankun Liu Qi Chu Le Lu Jieping Ye Nenghai Yu 27 11 0 15 Jun 2023
HQ-50K: A Large-scale, High-quality Dataset for Image Restoration Qinhong Yang Dongdong Chen Zhentao Tan Qiankun Liu Qi Chu Jianmin Bao Lu Yuan Gang Hua Nenghai Yu 31 13 0 08 Jun 2023
Counting Crowds in Bad Weather Zhi-Kai Huang Wei-Ting Chen Yuan Chiang Sy-Yen Kuo Ming Yang 10 16 0 02 Jun 2023
GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions Tao Wang Kaihao Zhang Ziqian Shao Wenhan Luo B. Stenger Tong Lu Tae-Kyun Kim Wei Liu Hongdong Li ViT 11 29 0 29 May 2023
MixDehazeNet : Mix Structure Block For Image Dehazing Network Liping Lu Qian Xiong Duanfeng Chu Bingrong Xu 23 27 0 28 May 2023
PEARL: Preprocessing Enhanced Adversarial Robust Learning of Image Deraining for Semantic Segmentation Xianghao Jiao Yao-Tsorng Liu Jiaxin Gao Xinyuan Chu Risheng Liu Xin-Yue Fan VLM 8 3 0 25 May 2023
WaveDM: Wavelet-Based Diffusion Models for Image Restoration Yi Huang Jiancheng Huang Jianzhuang Liu Mingfu Yan Yu Dong Jiaxi Lv Chaoqi Chen Shifeng Chen 15 35 0 23 May 2023
Restoring Images Captured in Arbitrary Hybrid Adverse Weather Conditions in One Go Yecong Wan Mingzhen Shao Yuanshuo Cheng YueQin Liu Zhipeng Bao 19 4 0 17 May 2023
NightHazeFormer: Single Nighttime Haze Removal Using Prior Query Transformer Yun-Peng Liu Zhongsheng Yan Sixiang Chen Tian-Chun Ye Wenqi Ren Erkang Chen ViT 36 58 0 16 May 2023
Towards an Effective and Efficient Transformer for Rain-by-snow Weather Removal Tao Gao Yuanbo Wen Kaihao Zhang Peng Cheng Ting Chen ViT 16 5 0 06 Apr 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 12 3 0 24 Mar 2023
ReBotNet: Fast Real-time Video Enhancement Jeya Maria Jose Valanarasu Rahul Garg Andeep S. Toor Xin Tong Weijuan Xi Andreas Lugmayr Vishal M. Patel A. Menini 11 0 0 23 Mar 2023
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction Jia-ju Mao Yuan Chang Xuesong Yin Binling Nie 20 1 0 17 Mar 2023
DEHRFormer: Real-time Transformer for Depth Estimation and Haze Removal from Varicolored Haze Scenes Sixiang Chen Tian-Chun Ye Jun Shi Yun-Peng Liu J. Jiang Erkang Chen Peng Chen ViT 11 10 0 13 Mar 2023
Non-aligned supervision for Real Image Dehazing Junkai Fan Fei Guo J. Qian Xiang Li Jun Yu Li Jian Yang 31 5 0 08 Mar 2023
SANDFORMER: CNN and Transformer under Gated Fusion for Sand Dust Image Restoration Jun-Jie Shi Bingcai Wei Gang Zhou Liye Zhang ViT 20 3 0 08 Mar 2023
Relationship Quantification of Image Degradations Wenxin Wang Boyun Li Yuanbiao Gou Peng Hu Wangmeng Zuo Xiaocui Peng 14 5 0 08 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 8 12 0 22 Nov 2022
Dual-former: Hybrid Self-attention Transformer for Efficient Image Restoration Sixiang Chen Tian-Chun Ye Yun-Peng Liu Erkang Chen ViT 8 13 0 03 Oct 2022
MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results Ruicheng Feng Chongyi Li Shangchen Zhou W. Sun Qingpeng Zhu Jun Jiang Qingyu Yang Chen Change Loy Jinwei Gu 30 20 0 15 Sep 2022
Removing Rain Streaks via Task Transfer Learning Yinglong Wang Chao Ma Jianzhuang Liu 15 2 0 28 Aug 2022
SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Erkang Chen ViT 19 7 0 20 Aug 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 8 17 0 16 Aug 2022
QSAM-Net: Rain streak removal by quaternion neural network with self-attention module V. Frants S. Agaian K. Panetta 10 9 0 08 Aug 2022
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models Ozan Özdenizci R. Legenstein DiffM 14 134 0 29 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 10 51 0 12 Jul 2022
Towards Real-time High-Definition Image Snow Removal: Efficient Pyramid Network with Asymmetrical Encoder-decoder Architecture Tian-Chun Ye Sixiang Chen Yun-Peng Liu Y. Ye Erkang Chen 6 13 0 12 Jul 2022
You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction Ziteng Cui Kunchang Li Lin Gu Sheng Su Peng Gao Zhengkai Jiang Yu Qiao Tatsuya Harada ViT 76 123 0 30 May 2022
Unsupervised Restoration of Weather-affected Images using Deep Gaussian Process-based CycleGAN R. Yasarla Vishwanath A. Sindagi Vishal M. Patel 11 2 0 23 Apr 2022
Self-Calibrated Efficient Transformer for Lightweight Super-Resolution Wenbin Zou Tian-Chun Ye Weixin Zheng Yunchen Zhang Liang Chen Yi Wu ViT 15 35 0 19 Apr 2022
Contrastive Learning for Compact Single Image Dehazing Haiyan Wu Yanyun Qu Shaohui Lin J. Zhou Ruizhi Qiao Zhizhong Zhang Yuan Xie Lizhuang Ma 114 541 0 19 Apr 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 263 3,538 0 24 Feb 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao 114 1,420 0 04 Feb 2021