ML Research Wiki / Benchmarks / Shadow Removal / ISTD+

ISTD+

Shadow Removal Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: RMSE

Top Performing Models

Rank Model Paper RMSE Date Code
1 RASM Regional Attention for Shadow Removal 2.53 2024-11-21 📦 CalcuLuUus/RASM
2 ShadowMaskFormer (arXiv 2024) (512x512) ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal 2.95 2024-04-29 📦 lizhh268/shadowmaskformer
3 SP+M-Net (ICCV 2019) (512x512) Shadow Removal via Shadow Image Decomposition 2.96 2019-08-23 📦 lmhieu612/SID 📦 cvlab-stonybrook/SID 📦 naoto0804/SynShadow
4 Auto (CVPR 2021) (512x512) Auto-Exposure Fusion for Single-Image Shadow Removal 2.99 2021-03-01 📦 tsingqguo/exposure-fusion-shadow-removal 📦 CV-Reimplementation/AEFNet-Reimplementation
5 ShadowFormer (AAAI 2023) (512x512) ShadowFormer: Global Context Helps Image Shadow Removal 3.06 2023-02-03 📦 guolanqing/shadowformer 📦 BlackJoke76/OmniSR
6 ShadowDiffusion (CVPR 2023) (512x512) ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal 3.10 2022-12-09 📦 GuoLanqing/ShadowDiffusion
7 G2R-ShadowNet (CVPR 2021) (512x512) From Shadow Generation to Shadow Removal 3.31 2021-03-24 📦 hhqweasd/G2R-ShadowNet
8 ST-CGAN (CVPR 2018) (512x512) Stacked Conditional Generative Adversarial Networks for Jointly Learning Shadow Detection and Shadow Removal 3.36 2017-12-07 📦 IsHYuhi/ST-CGAN_Stacked_Conditional_Generative_Adversarial_Networks 📦 jiaruixu/st-cgan 📦 kjybinp/SCGAN 📦 Param-Raval/shadow-sight 📦 Param-Raval/ipro
9 SP+M-Net (ICCV 2019) (256x256) Shadow Removal via Shadow Image Decomposition 3.37 2019-08-23 📦 lmhieu612/SID 📦 cvlab-stonybrook/SID 📦 naoto0804/SynShadow
10 ShadowMaskFormer (arXiv 2024) (256x256) ShadowMaskFormer: Mask Augmented Patch Embeddings for Shadow Removal 3.39 2024-04-29 📦 lizhh268/shadowmaskformer

All Papers (20)