SOTAVerified

Shadow Removal

Image Shadow Removal

Papers

Showing 125 of 127 papers

TitleStatusHype
Single-Image Shadow Removal Using Deep Learning: A Comprehensive SurveyCode3
ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier TransformerCode2
Controlling Vision-Language Models for Multi-Task Image RestorationCode2
High-Resolution Document Shadow Removal via A Large-Scale Real-World Dataset and A Frequency-Aware Shadow Erasing NetCode2
Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion ModelsCode2
DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided NetworkCode2
SpA-Former: Transformer image shadow detection and removal via spatial attentionCode2
Image Restoration via Multi-domain LearningCode1
Regional Attention for Shadow RemovalCode1
OmniSR: Shadow Removal under Direct and Indirect LightingCode1
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow RemovalCode1
S3R-Net: A Single-Stage Approach to Self-Supervised Shadow RemovalCode1
Towards Image Ambient Lighting NormalizationCode1
HomoFormer: Homogenized Transformer for Image Shadow RemovalCode1
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual NoiseCode1
A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow RemovalCode1
A Decoupled Multi-Task Network for Shadow RemovalCode1
Leveraging Inpainting for Single-Image Shadow RemovalCode1
ShadowFormer: Global Context Helps Image Shadow RemovalCode1
Document Image Shadow Removal Guided by Color-Aware BackgroundCode1
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow RemovalCode1
ShaDocNet: Learning Spatial-Aware Tokens in Transformer for Document Shadow RemovalCode1
Estimating Reflectance Layer from A Single Image: Integrating Reflectance Guidance and Shadow/Specular Aware LearningCode1
DeS3: Adaptive Attention-driven Self and Soft Shadow Removal using ViT SimilarityCode1
Style-Guided Shadow RemovalCode1
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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