Collection of recent shadow removal works. Questions and discussions are most welcome! Upcoming works will be updated on a regular basis, feel free to contact me to add... :thumbsup:
CVPR2017 DeshadowNet: A Multi-Context Embedding Deep Network for Shadow Removal [Paper] [Code]
CVPR2018 Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal [Paper] [Code]
ICCV2019 Shadow Removal via Shadow Image Decomposition [Paper] [Code]
TPAMI2019 Direction-Aware Spatial Context Features for Shadow Detection and Removal [Paper] [Code]
AAAI2020 RIS-GAN: Explore Residual and Illumination with Generative Adversarial Networks for Shadow Removal [Paper] [Code]
AAAI2020 Towards Ghost-Free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN [Paper] [Code]
SPL2021 Mask-ShadowNet: Towards Shadow Removal via Masked Adaptive Instance Normalization [Paper] [Code]
CVPR2021 Auto-Exposure Fusion for Single-Image Shadow Removal [Paper] [Code]
ICCV2021 CANet: A Context-Aware Network for Shadow Removal [Paper] [Code]
TPAMI21 Physics-based Shadow Image Decomposition for Shadow Removal [Paper]
AAAI2022 Efficient Model-Driven Network for Shadow Removal [Paper] [Code]
Arxiv2022 UnShadowNet: Illumination Critic Guided Contrastive Learning For Shadow Removal [Paper]
CVPR2022 Bijective Mapping Network for Shadow Removal [Paper] [Code]
Arxiv2022 CRFormer: A Cross-Region Transformer for Shadow Removal [Paper]
Arxiv2022 Shadow-Aware Dynamic Convolution for Shadow Removal [Paper] [Code]
ECCVW2022 CNSNet: A Cleanness-Navigated-Shadow Network for Shadow Removal [Paper]
CVPR2023 ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal [Paper]
AAAI2023 ShadowFormer: Global Context Helps Image Shadow Removal [Paper] [Code]
WACV2023 SHARDS: Efficient SHAdow Removal using Dual Stage Network for
High-Resolution Images [Paper]
WACV2023 LRA&LDRA: Rethinking Residual Predictions for Efficient Shadow Detection
and Removal [Paper]
ACMMM2023 FSR-Net: Deep Fourier Network for Shadow Removal [Paper]
TMM2023 A Boundary-Aware Network for Shadow Removal [Paper]
TMM2023 A Decoupled Multi-Task Network for Shadow Removal [Paper] [Code]
TNNLS2023 A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow Removal [Code]
ICCV2023 Leveraging Inpainting for Single-Image Shadow Removal [Paper] [Code]
AAAI2024 Recasting Regional Lighting for Shadow Removal [Paper]
AAAI2024 DeS3: Adaptive Attention-driven Self and Soft Shadow Removal using ViT Similarity [Paper] [Code]
WACV2024 Latent Feature-Guided Diffusion Models for Shadow Removal [Paper] [Code]
CVPR2024 HomoFormer: Homogenized Transformer for Image Shadow Removal [Paper][Code]
Arxiv2024 Diff-Shadow: Global-guided Diffusion Model for Shadow Removal [Paper]
Arxiv2024 SoftShadow: Leveraging Penumbra-Aware Soft Masks for Shadow Removal [Paper]
ICCV2019 Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data [Paper] [Code]
ECCV2020 From Shadow Segmentation to Shadow Removal [Paper] [Code]
CVPR2021 From Shadow Generation to Shadow Removal [Paper] [Code]
TIP2021 Shadow Removal by a Lightness-Guided Network With Training on Unpaired Data [Paper] [Code]
Arxiv2021 Self-Supervised Shadow Removal [Paper]
Arxiv2021 Unsupervised Shadow Removal Using Target Consistency Generative Adversarial Network [Paper]
ICCV2021 DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network [Paper] [Code]
ICCV2023 Boundary-Aware Divide and Conquer: A Diffusion-based Solution for Unsupervised Shadow Removal [Paper]
ICCV2019 ARGAN: Attentive Recurrent Generative Adversarial Network for Shadow
Detection and Removal [Paper]ACM MM2021 Unsupervised Portrait Shadow Removal via Generative Priors [Paper] [Code]
BMVC2022
Blind Removal of Facial Foreign Shadows [Paper]
AAAI2020 Towards Ghost-Free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN [Paper] [Code]
TCSVT2021 Learning from Synthetic Shadows for Shadow Detection and Removal [Paper] [Code]
CVPR2021 From Shadow Generation to Shadow Removal [Paper] [Code]
CVPR2020 Learning to Shadow Hand-Drawn Sketches [Paper] [Code]
ICCV2021 SmartShadow: Artistic Shadow Drawing Tool for Line Drawings [Paper]
CVPR2024 Shadow Generation for Composite Image Using Diffusion Model [Paper] [Code]
ICASSP2020 Shadow removal of text document images by estimating local and global background colors [Paper]
CVPR2020 BEDSR-Net: A Deep Shadow Removal Network From a Single Document Image [Paper]
CVPR2022 Shadows Can Be Dangerous: Stealthy and Effective Physical-World Adversarial Attack by Natural Phenomenon [Paper] [Code]
TGRS2022 Shadow Removal of Hyperspectral Remote Sensing Images With Multiexposure Fusion [Paper]
AAAI2023 Estimating Reflectance Layer from A Single Image: Integrating Reflectance Guidance and Shadow/Specular Aware Learning [Paper]
CVPR2018 Direction-Aware Spatial Context Features for Shadow Detection [Paper] [Code]ECCV2018 Bidirectional Feature Pyramid Network with Recurrent Attention Residual Modules for Shadow Detection [Paper] [Code]AAAI2020 Towards Ghost-Free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN [Paper] [Code]ACM MM2022 Single Image Shadow Detection via Complementary Mechanism [Paper] [Code]Arxiv2023 SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More [Paper] [Code]CVPR2020 Instance Shadow Detection [Paper] [Code]CVPR2021 Single-Stage Instance Shadow Detection with Bidirectional Relation Learning [Paper] [Code]TPAMI2023 Instance Shadow Detection with A Single-Stage Detector [Paper] [Code]Arxiv2023 Video Instance Shadow Detection [Paper]If you find this work useful in your research, Please cite the paper as below:
@article{guo2024single,
title={Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey},
author={Guo, Laniqng and Wang, Chong and Wang, Yufei and Huang, Siyu and Yang, Wenhan and Kot, Alex C and Wen, Bihan},
journal={arXiv preprint arXiv:2407.08865},
year={2024}
}