ML Research Wiki / Benchmarks / Shadow Removal / SRD

SRD

Shadow Removal Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: RMSE

Top Performing Models

Rank Model Paper RMSE Date Code
1 RASM Regional Attention for Shadow Removal 3.37 2024-11-21 📦 CalcuLuUus/RASM
2 DC-ShadowNet (ICCV 2021) (512x512) DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network 3.68 2022-07-21 📦 jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal
3 Mask-ShadowGAN (ICCV 2019) (512x512) Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data 3.83 2019-03-26 📦 xw-hu/Mask-ShadowGAN 📦 wkhademi/ImageEnhancement 📦 mducducd/Shadow-Removal 📦 xuhangc/Mask-ShadowGAN-Reimplementation 📦 mducducd/ghost-free-shadow-removal
4 ShadowFormer (AAAI 2023) (512x512) ShadowFormer: Global Context Helps Image Shadow Removal 3.90 2023-02-03 📦 guolanqing/shadowformer 📦 BlackJoke76/OmniSR
5 DSC (TPAMI 2020) (256x256) Direction-aware Spatial Context Features for Shadow Detection and Removal 3.97 2018-05-12 📦 xw-hu/DSC 📦 stevewongv/dsc-pytorch
6 ShadowMaskFormer (arXiv 2024) (512x512) ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal 4.15 2024-04-29 📦 lizhh268/shadowmaskformer
7 ST-CGAN (CVPR 2018) (256x256) Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 4.15 2017-12-07 📦 IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks 📦 jiaruixu/st-cgan 📦 kjybinp/SCGAN 📦 Param-Raval/shadow-sight 📦 Param-Raval/ipro
8 DC-ShadowNet (ICCV 2021) (256x256) DC-ShadowNet: Single-Image Hard and Soft Shadow Removal Using Unsupervised Domain-Classifier Guided Network 4.27 2022-07-21 📦 jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal
9 Mask-ShadowGAN (ICCV 2019) (256x256) Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data 4.32 2019-03-26 📦 xw-hu/Mask-ShadowGAN 📦 wkhademi/ImageEnhancement 📦 mducducd/Shadow-Removal 📦 xuhangc/Mask-ShadowGAN-Reimplementation 📦 mducducd/ghost-free-shadow-removal
10 SP+M-Net (ICCV 2019) (512x512) Shadow Removal via Shadow Image Decomposition 4.35 2019-08-23 📦 lmhieu612/SID 📦 cvlab-stonybrook/SID 📦 naoto0804/SynShadow

All Papers (19)

CalcuLuUus/RASM
jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal

Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data

2019
Mask-ShadowGAN (ICCV 2019) (512x512)
xw-hu/Mask-ShadowGAN wkhademi/ImageEnhancement

ShadowFormer: Global Context Helps Image Shadow Removal

2023
ShadowFormer (AAAI 2023) (512x512)
guolanqing/shadowformer BlackJoke76/OmniSR
xw-hu/DSC stevewongv/dsc-pytorch
lizhh268/shadowmaskformer
IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks jiaruixu/st-cgan
jinyeying/DC-ShadowNet-Hard-and-Soft-Shadow-Removal

Mask-ShadowGAN: Learning to Remove Shadows from Unpaired Data

2019
Mask-ShadowGAN (ICCV 2019) (256x256)
xw-hu/Mask-ShadowGAN wkhademi/ImageEnhancement

Shadow Removal via Shadow Image Decomposition

2019
SP+M-Net (ICCV 2019) (512x512)
lmhieu612/SID cvlab-stonybrook/SID naoto0804/SynShadow

ShadowFormer: Global Context Helps Image Shadow Removal

2023
ShadowFormer (AAAI 2023) (256x256)
guolanqing/shadowformer BlackJoke76/OmniSR
lizhh268/shadowmaskformer
tsingqguo/exposure-fusion-shadow-removal CV-Reimplementation/AEFNet-Reimplementation
GuoLanqing/ShadowDiffusion
GuoLanqing/ShadowDiffusion
tsingqguo/exposure-fusion-shadow-removal CV-Reimplementation/AEFNet-Reimplementation

Shadow Removal via Shadow Image Decomposition

2019
SP+M-Net (ICCV 2019) (256x256)
lmhieu612/SID cvlab-stonybrook/SID naoto0804/SynShadow

From Shadow Generation to Shadow Removal

2021
G2R-ShadowNet (CVPR 2021) (512x512)
hhqweasd/G2R-ShadowNet

From Shadow Generation to Shadow Removal

2021
G2R-ShadowNet (CVPR 2021) (256x256)
hhqweasd/G2R-ShadowNet