/Awesome-Shadow-Removal

Collection of recent shadow removal works, including papers, codes, datasets, and metrics.

Awesome-Shadow-Removal

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... 👍

Papers and Codes

Supervised-Deep-Learning Algorithm

  • 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]

Weakly-Supervised-Deep-Learning Algorithm

  • ICCV2019 Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data [Paper] [Code]

  • TIP2021 Shadow Removal by a Lightness-Guided Network With Training on Unpaired Data [Paper] [Code]

  • Arxiv2021 Self-Supervised Shadow Removal [Paper]

Unsupervised-Deep-Learning Algorithm

  • ECCV2020 From Shadow Segmentation to Shadow Removal [Paper] [Code]

  • CVPR2021 From Shadow Generation to Shadow Removal [Paper] [Code]

  • Arxiv2021 Unsupervised Shadow Removal Using Target Consistency Generative Adversarial Network [Paper]

Shadow Generation

  • AAAI2020 Towards Ghost-Free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN [Paper] [Code]

  • TCSVT2020 Learning from Synthetic Shadows for Shadow Detection and Removal [Paper] [Code]

  • CVPR2021 From Shadow Generation to Shadow Removal [Paper] [Code]

Application

  • 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]

Datasets

Metrics