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
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 23 0 0 07 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 30 0 0 03 May 2025
Controllable Weather Synthesis and Removal with Video Diffusion Models Chih-Hao Lin Z. Wang Ruofan Liang Yuxuan Zhang Sanja Fidler Shenlong Wang Zan Gojcic DiffM VGen 40 0 0 01 May 2025
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 ... Jieyuan Pei Z. Li J. Wang Haoyu Bian Haoran Sun 42 5 0 17 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 19 0 0 15 Apr 2025
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 25 0 0 14 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 38 0 0 14 Apr 2025
UniFlowRestore: A General Video Restoration Framework via Flow Matching and Prompt Guidance S. Yu Zhang Chen Wu Dianjie Lu Dianjie Lu Guijuan Zhan Yang Weng Zhuoran Zheng DiffM VGen 23 0 0 12 Apr 2025
VL-UR: Vision-Language-guided Universal Restoration of Images Degraded by Adverse Weather Conditions Ziyan Liu Y. Lu Huashan Yu Dong Yang VLM 31 0 0 11 Apr 2025
Content-Aware Transformer for All-in-one Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu ViT 41 0 0 07 Apr 2025
DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration Jiamei Xiong Xuefeng Yan Yongzhen Wang Wei Zhao Xiao-Ping Zhang Mingqiang Wei DiffM 29 0 0 07 Apr 2025
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration Shihao Zhou Dayu Li Jinshan Pan Juncheng Zhou Jinglei Shi Jufeng Yang 51 0 0 26 Mar 2025
SpikeDerain: Unveiling Clear Videos from Rainy Sequences Using Color Spike Streams Hanwen Liang X. Zhong Wenxuan Liu Yajing Zheng Wenxin Huang Zhaofei Yu Tiejun Huang 68 0 0 26 Mar 2025
Real-World Remote Sensing Image Dehazing: Benchmark and Baseline Zeng-Hui Zhu Wei Lu Si-Bao Chen C. Ding Jin Tang Bin Luo 36 0 0 23 Mar 2025
Cat-AIR: Content and Task-Aware All-in-One Image Restoration Jiachen Jiang Tianyu Ding K. Zhang Jinxin Zhou Tianyi Chen Ilya Zharkov Zhihui Zhu Luming Liang 49 0 0 23 Mar 2025
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration Yawei Li Bin Ren Jingyun Liang Rakesh Ranjan Mengyuan Liu N. Sebe Ming-Hsuan Yang Luca Benini 50 0 0 22 Mar 2025
Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks Haijin Zeng Xiangming Wang Yongyong Chen Jingyong Su Jie Liu 53 0 0 21 Mar 2025
RAW-Adapter: Adapting Pre-trained Visual Model to Camera RAW Images and A Benchmark Ziteng Cui Jianfei Yang Tatsuya Harada VLM 46 0 0 21 Mar 2025
UniCoRN: Latent Diffusion-based Unified Controllable Image Restoration Network across Multiple Degradations Debabrata Mandal Soumitri Chattopadhyay Guansen Tong Praneeth Chakravarthula DiffM 50 0 0 20 Mar 2025
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal Rongxin Liao Feng-Qiang Li Yanyan Wei Zenglin Shi Le Zhang H. Bai M. Wang 48 0 0 12 Mar 2025
Removing Multiple Hybrid Adverse Weather in Video via a Unified Model Yecong Wan Mingwen Shao Yuanshuo Cheng Jun Shu Shuigen Wang 47 0 0 08 Mar 2025
Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions Zihan Shen Yu Xuan Qingyu Yang 29 0 0 03 Mar 2025
All-in-One Image Compression and Restoration Huimin Zeng Jiacheng Li Ziqiang Zheng Zhiwei Xiong 75 1 0 05 Feb 2025
Passive Non-Line-of-Sight Imaging with Light Transport Modulation Jiarui Zhang Ruixu Geng Xiaolong Du Yan Chen Houqiang Li Yang Hu 56 0 0 03 Jan 2025
UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity Jingbo Lin Zhilu Zhang W. J. Li Renjing Pei Hang Xu Hongzhi Zhang Wangmeng Zuo 32 0 0 28 Dec 2024
Consistent Diffusion: Denoising Diffusion Model with Data-Consistent Training for Image Restoration Xinlong Cheng Tiantian Cao Guoan Cheng Bangxuan Huang Xinghan Tian Ye Wang Xiaoyu He Weixin Li Tianfan Xue Xuan Dong DiffM 84 0 0 17 Dec 2024
Towards Context-aware Convolutional Network for Image Restoration Fangwei Hao Ji Du Weiyun Liang Jing Xu Xiaoxuan Xu SupR 87 0 0 15 Dec 2024
Phaseformer: Phase-based Attention Mechanism for Underwater Image Restoration and Beyond MD Raqib Khan Anshul Negi Ashutosh Kulkarni Shruti S. Phutke Santosh Kumar Vipparthi Subrahmanyam Murala 70 0 0 02 Dec 2024
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Hao Li Xiang Chen Jiangxin Dong Jinhui Tang Jinshan Pan 57 2 0 02 Dec 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 82 1 0 27 Nov 2024
Adaptive Blind All-in-One Image Restoration David Serrano-Lozano Luis Herranz Shaolin Su Javier Vázquez-Corral VLM 87 0 0 27 Nov 2024
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware Transformers Ruoxi Zhu Zhengzhong Tu Jiaming Liu A. Bovik Yibo Fan ViT 57 7 0 26 Nov 2024
Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding Yubin Gu Yuan Meng Xiaoshuai Sun Jiayi Ji Weijian Ruan Rongrong Ji DiffM 64 0 0 25 Nov 2024
WARLearn: Weather-Adaptive Representation Learning Shubham Agarwal Raz Birman Ofer Hadar 79 0 0 21 Nov 2024
AllRestorer: All-in-One Transformer for Image Restoration under Composite Degradations J. Mao Y. Yang Xuesong Yin Ling Shao Hao Tang 31 0 0 16 Nov 2024
All-in-one Weather-degraded Image Restoration via Adaptive Degradation-aware Self-prompting Model Yuanbo Wen Tao Gao Ziqi Li Jing Zhang Kaihao Zhang Ting Chen VLM DiffM 19 0 0 12 Nov 2024
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration Xiaole Tang Xiang Gu Xiaoyi He Xin Hu Jian-jun Sun 27 0 0 03 Nov 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 33 6 0 23 Oct 2024
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration Yuang Ai Huaibo Huang Ran He 28 1 0 20 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 37 10 0 19 Oct 2024
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers Jin Cao Deyu Meng Xiangyong Cao CLL 16 1 0 11 Oct 2024
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 19 1 0 10 Oct 2024
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 37 0 0 10 Oct 2024
Learning Truncated Causal History Model for Video Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Di Niu VGen CML 18 2 0 04 Oct 2024
Optimization Proxies using Limited Labeled Data and Training Time -- A Semi-Supervised Bayesian Neural Network Approach Parikshit Pareek K. Sundar Deepjyoti Deka Sidhant Misra Sidhant Misra 27 0 0 04 Oct 2024
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 19 0 0 29 Sep 2024
Taming Diffusion Models for Image Restoration: A Review Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schön 27 5 0 16 Sep 2024
Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement Yang Wen Anyu Lai Bo Qian Hao Wang Wuzhen Shi Wenming Cao 18 0 0 10 Sep 2024
Multiple weather images restoration using the task transformer and adaptive mixup strategy Yang Wen Anyu Lai Bo Qian Hao Wang Wuzhen Shi Wenming Cao 21 1 0 05 Sep 2024
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 18 0 0 03 Sep 2024