ML Research Wiki / Benchmarks / Shadow Removal / ISTD

ISTD

Shadow Removal Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: MAE

Top Performing Models

Rank Model Paper MAE Date Code
1 ShadowFormer ShadowFormer: Global Context Helps Image Shadow Removal 4.79 2023-02-03 📦 guolanqing/shadowformer 📦 BlackJoke76/OmniSR
2 Resfusion Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual Noise 4.81 2023-11-25 📦 nkicsl/resfusion
3 ShadowRefiner ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier Transformer 5.45 2024-04-18 📦 movingforward100/shadow_r
4 DHAN+DA Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN 5.76 2019-11-20 📦 vinthony/ghost-free-shadow-removal 📦 nachifur/DMTN 📦 CV-Reimplementation/DHAN-reimplementation 📦 mducducd/Shadow-Removal 📦 mducducd/ghost-free-shadow-removal
5 DC-ShadowNet DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network 5.88 2022-07-21 📦 jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal
6 DHAN Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN 6.37 2019-11-20 📦 vinthony/ghost-free-shadow-removal 📦 nachifur/DMTN 📦 CV-Reimplementation/DHAN-reimplementation 📦 mducducd/Shadow-Removal 📦 mducducd/ghost-free-shadow-removal
7 Zhang et al. SpA-Former: Transformer image shadow detection and removal via spatial attention 6.62 2022-06-22 📦 zhangbaijin/spa-former-shadow-removal 📦 zhangbaijin/spatial-transformer-shadow-removal
8 DSC Direction-aware Spatial Context Features for Shadow Detection and Removal 6.67 2018-05-12 📦 xw-hu/DSC 📦 stevewongv/dsc-pytorch
9 ST-CGAN Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 7.47 2017-12-07 📦 IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks 📦 jiaruixu/st-cgan 📦 kjybinp/SCGAN 📦 Param-Raval/shadow-sight 📦 Param-Raval/ipro

All Papers (9)

guolanqing/shadowformer BlackJoke76/OmniSR
nkicsl/resfusion
movingforward100/shadow_r
vinthony/ghost-free-shadow-removal nachifur/DMTN
jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal
vinthony/ghost-free-shadow-removal nachifur/DMTN
zhangbaijin/spa-former-shadow-removal zhangbaijin/spatial-transformer-shadow-removal
xw-hu/DSC stevewongv/dsc-pytorch
IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks jiaruixu/st-cgan