SOTAVerified

Shadow Removal

Image Shadow Removal

Papers

Showing 125 of 127 papers

TitleStatusHype
Single-Image Shadow Removal Using Deep Learning: A Comprehensive SurveyCode3
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier TransformerCode2
Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion ModelsCode2
High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing NetCode2
SpA-Former: Transformer image shadow detection and removal via spatial attentionCode2
Physics-based Shadow Image Decomposition for Shadow RemovalCode1
OmniSR: Shadow Removal under Direct and Indirect LightingCode1
Regional Attention for Shadow RemovalCode1
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired DataCode1
BEDSR-Net: A Deep Shadow Removal Network From a Single Document ImageCode1
LAB-Net: LAB Color-Space Oriented Lightweight Network for Shadow RemovalCode1
Portrait Eyeglasses and Shadow Removal by Leveraging 3D Synthetic DataCode1
Image Restoration via Multi-domain LearningCode1
Learning from Synthetic Shadows for Shadow Detection and RemovalCode1
From Shadow Generation to Shadow RemovalCode1
CANet: A Context-Aware Network for Shadow RemovalCode1
A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow RemovalCode1
Document Image Shadow Removal Guided by Color-Aware BackgroundCode1
Bijective Mapping Network for Shadow RemovalCode1
Intrinsic Decomposition of Document Images In-the-WildCode1
Auto-Exposure Fusion for Single-Image Shadow RemovalCode1
A Decoupled Multi-Task Network for Shadow RemovalCode1
Estimating Reflectance Layer from A Single Image: Integrating Reflectance Guidance and Shadow/Specular Aware LearningCode1
Show:102550
← PrevPage 1 of 6Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Gong et al.MAE8.53Unverified
2ST-CGANMAE7.47Unverified
3DSCMAE6.67Unverified
4Zhang et al.MAE6.62Unverified
5DHANMAE6.37Unverified
6DC-ShadowNetMAE5.88Unverified
7DHAN+DAMAE5.76Unverified
8ShadowRefinerMAE5.45Unverified
9ResfusionMAE4.81Unverified
10ShadowFormerMAE4.79Unverified
#ModelMetricClaimedVerifiedStatus
1G2R-ShadowNet (CVPR 2021) (256x256)RMSE6.08Unverified
2G2R-ShadowNet (CVPR 2021) (512x512)RMSE5.72Unverified
3SP+M-Net (ICCV 2019) (256x256)RMSE5.68Unverified
4Auto (CVPR 2021) (256x256)RMSE5.37Unverified
5ShadowDiffusion (CVPR 2023) (512x512)RMSE5.11Unverified
6ShadowDiffusion (CVPR 2023) (256x256)RMSE4.84Unverified
7Auto (CVPR 2021) (512x512)RMSE4.71Unverified
8ShadowMaskFormer (arXiv 2024) (256x256)RMSE4.69Unverified
9SG-ShadowNet (ECCV 2022) (256x256)RMSE4.6Unverified
10ShadowFormer (AAAI 2023) (256x256)RMSE4.44Unverified
#ModelMetricClaimedVerifiedStatus
1ShadowRefinerLPIPS0.09Unverified