SOTAVerified

Shadow Removal

Image Shadow Removal

Papers

Showing 150 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
Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion ModelsCode2
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
SpA-Former: Transformer image shadow detection and removal via spatial attentionCode2
Shadow Removal via Shadow Image DecompositionCode1
ShaDocNet: Learning Spatial-Aware Tokens in Transformer for Document Shadow RemovalCode1
HomoFormer: Homogenized Transformer for Image Shadow RemovalCode1
Auto-Exposure Fusion for Single-Image Shadow RemovalCode1
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual NoiseCode1
OmniSR: Shadow Removal under Direct and Indirect LightingCode1
S3R-Net: A Single-Stage Approach to Self-Supervised Shadow RemovalCode1
Towards Image Ambient Lighting NormalizationCode1
Mask-ShadowGAN: Learning to Remove Shadows from Unpaired DataCode1
Unsupervised Portrait Shadow Removal via Generative PriorsCode1
ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow RemovalCode1
A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow RemovalCode1
Portrait Eyeglasses and Shadow Removal by Leveraging 3D Synthetic DataCode1
Physics-based Shadow Image Decomposition for Shadow RemovalCode1
Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GANCode1
Document Image Shadow Removal Guided by Color-Aware BackgroundCode1
Regional Attention for Shadow RemovalCode1
Learning from Synthetic Shadows for Shadow Detection and RemovalCode1
BEDSR-Net: A Deep Shadow Removal Network From a Single Document ImageCode1
DeS3: Adaptive Attention-driven Self and Soft Shadow Removal using ViT SimilarityCode1
Style-Guided Shadow RemovalCode1
Image Restoration via Multi-domain LearningCode1
From Shadow Generation to Shadow RemovalCode1
Bijective Mapping Network for Shadow RemovalCode1
Intrinsic Decomposition of Document Images In-the-WildCode1
Leveraging Inpainting for Single-Image Shadow RemovalCode1
ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow RemovalCode1
Shadow Removal by a Lightness-Guided Network with Training on Unpaired DataCode1
CANet: A Context-Aware Network for Shadow RemovalCode1
LAB-Net: LAB Color-Space Oriented Lightweight Network for Shadow RemovalCode1
ShadowFormer: Global Context Helps 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
DeshadowNet: A Multi-Context Embedding Deep Network for Shadow RemovalCode0
SAM-helps-Shadow:When Segment Anything Model meet shadow removalCode0
RIS-GAN: Explore Residual and Illumination with Generative Adversarial Networks for Shadow RemovalCode0
An Iterative Approach for Shadow Removal in Document ImagesCode0
Robust Graph Learning from Noisy DataCode0
ShaDocFormer: A Shadow-Attentive Threshold Detector With Cascaded Fusion Refiner for Document Shadow RemovalCode0
Cross-Modal Spherical Aggregation for Weakly Supervised Remote Sensing Shadow RemovalCode0
Retinex-guided Histogram Transformer for Mask-free Shadow RemovalCode0
NTIRE 2023 Image Shadow Removal Challenge Technical Report: Team IIM_TTICode0
An Effective Background Estimation Method for Shadows Removal of Document ImagesCode0
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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