Cover Image

Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Jiaqi, Hu, Xiaowei, Zhu, Lei, Heng, Pheng-Ann
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Towards Real-World Adverse Weather Image Restoration: Enhancing Clearness and Semantics with Vision-Language Models
by: Xu, Jiaqi, et al.
Published: (2024)

Real-World Adverse Weather Image Restoration via Dual-Level Reinforcement Learning with High-Quality Cold Start
by: Liu, Fuyang, et al.
Published: (2025)

VLM-Augmented Degradation Modeling for Image Restoration Under Adverse Weather Conditions
by: Shao, Qianyi, et al.
Published: (2025)

Restoring Images in Adverse Weather Conditions via Histogram Transformer
by: Sun, Shangquan, et al.
Published: (2024)

ReviveDiff: A Universal Diffusion Model for Restoring Images in Adverse Weather Conditions
by: Huang, Wenfeng, et al.
Published: (2024)

USRNet: Unified Scene Recovery Network for Enhancing Traffic Imaging under Multiple Adverse Weather Conditions
by: Lu, Yuxu, et al.
Published: (2025)

Wavelet-Enhanced Desnowing: A Novel Single Image Restoration Approach for Traffic Surveillance under Adverse Weather Conditions
by: Shen, Zihan, et al.
Published: (2025)

WeatherBench: A Real-World Benchmark Dataset for All-in-One Adverse Weather Image Restoration
by: Guan, Qiyuan, et al.
Published: (2025)

GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions
by: Wang, Tao, et al.
Published: (2023)

VL-UR: Vision-Language-guided Universal Restoration of Images Degraded by Adverse Weather Conditions
by: Liu, Ziyan, et al.
Published: (2025)

UMDATrack: Unified Multi-Domain Adaptive Tracking Under Adverse Weather Conditions
by: Yao, Siyuan, et al.
Published: (2025)

Removing Multiple Hybrid Adverse Weather in Video via a Unified Model
by: Wan, Yecong, et al.
Published: (2025)

Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models
by: Özdenizci, Ozan, et al.
Published: (2022)

Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention
by: Yang, Xin, et al.
Published: (2024)

TANet: Triplet Attention Network for All-In-One Adverse Weather Image Restoration
by: Wang, Hsing-Hua, et al.
Published: (2024)

Traffic Image Restoration under Adverse Weather via Frequency-Aware Mamba
by: Pan, Liwen, et al.
Published: (2025)

When Color-Space Decoupling Meets Diffusion for Adverse-Weather Image Restoration
by: Fang, Wenxuan, et al.
Published: (2025)

Teaching Tailored to Talent: Adverse Weather Restoration via Prompt Pool and Depth-Anything Constraint
by: Chen, Sixiang, et al.
Published: (2024)

ERUP-YOLO: Enhancing Object Detection Robustness for Adverse Weather Condition by Unified Image-Adaptive Processing
by: Ogino, Yuka, et al.
Published: (2024)

Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal
by: Liao, Rongxin, et al.
Published: (2025)

MetaWeather: Few-Shot Weather-Degraded Image Restoration
by: Kim, Youngrae, et al.
Published: (2023)

Degradation-Agnostic Statistical Facial Feature Transformation for Blind Face Restoration in Adverse Weather Conditions
by: Son, Chang-Hwan, et al.
Published: (2025)

CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture
by: Frants, Vladimir, et al.
Published: (2025)

AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions
by: Qian, Chenghao, et al.
Published: (2024)

SFANet: Spatial-Frequency Attention Network for Weather Forecasting
by: Wang, Jiaze, et al.
Published: (2024)

SDNIA-YOLO: A Robust Object Detection Model for Extreme Weather Conditions
by: Ding, Yuexiong, et al.
Published: (2024)

Towards Generalized Range-View LiDAR Segmentation in Adverse Weather
by: Yang, Longyu, et al.
Published: (2025)

Omni-Weather: A Unified Multimodal Model for Weather Radar Understanding and Generation
by: Zhou, Zhiwang, et al.
Published: (2025)

Robust Single Object Tracking in LiDAR Point Clouds under Adverse Weather Conditions
by: Zhao, Xiantong, et al.
Published: (2025)

Adverse Weather Conditions Augmentation of LiDAR Scenes with Latent Diffusion Models
by: Matteazzi, Andrea, et al.
Published: (2025)

ReaLiTy and LADS: A Unified Framework and Dataset Suite for LiDAR Adaptation Across Sensors and Adverse Weather Conditions
by: Anand, Vivek, et al.
Published: (2026)

WeatherGS: 3D Scene Reconstruction in Adverse Weather Conditions via Gaussian Splatting
by: Qian, Chenghao, et al.
Published: (2024)

Enhancing Vehicle Detection under Adverse Weather Conditions with Contrastive Learning
by: Li, Boying, et al.
Published: (2025)

Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse Weather
by: Guo, Jilong, et al.
Published: (2024)

SemiDDM-Weather: A Semi-supervised Learning Framework for All-in-one Adverse Weather Removal
by: Long, Fang, et al.
Published: (2024)

WeatherDepth: Curriculum Contrastive Learning for Self-Supervised Depth Estimation under Adverse Weather Conditions
by: Wang, Jiyuan, et al.
Published: (2023)

MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery
by: Wang, Hainuo, et al.
Published: (2025)

MWFormer: Multi-Weather Image Restoration Using Degradation-Aware Transformers
by: Zhu, Ruoxi, et al.
Published: (2024)

Robustness of Object Detection of Autonomous Vehicles in Adverse Weather Conditions
by: Pettersen, Fox, et al.
Published: (2026)

Optimal Sensor Data Fusion Architecture for Object Detection in Adverse Weather Conditions
by: Pfeuffer, Andreas, et al.
Published: (2018)