SOTA Shadow Removal benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ISTD (test)		RMSE (Shadow)3.25	76	1mo ago
ISTD+ (test)		RMSE (Shadow)2.93	48	1mo ago
SRD (test)	ShadowDiffusion	PSNR (All Image)34.73	26	13d ago
ISTD	Shadow Diffusion	PSNR32.33	24	1mo ago
ISTD+	Shadow Diffusion	PSNR35.72	22	1mo ago
ISTD original (test)	ShadowDiffusion	RMSE (Shadow)4.13	20	1mo ago
INS synthetic (test)	Detail-Preserving Latent Diffusion	PSNR30.56	18	1mo ago
ISTD 19 (test)	Resfusion	MAE (Shadow Region)6.49	14	1mo ago
SRD All Image	Shadow Diffusion	MAE3.63	13	1mo ago
SRD NS (Non-Shadow Region)	ShadowMaskFormer	MAE2.98	13	1mo ago
SRD Shadow Region S	Shadow Diffusion	MAE4.98	13	1mo ago
WSRD+	OmniSR	PSNR26.07	13	1mo ago
SRD 31 (test)	Li et al.	PSNR (Shadow Region)39.33	12	1mo ago
ISTD+ v1 (test)	RASM	PSNR (Shadow Region)40.73	10	1mo ago
NTIRE Shadow Removal Challenge Perceptual Track 2024 (test)		PSNR24.81	10	1mo ago
SRD original (test)	ShadowDiffusion	RMSE (Shadow Region)4.98	10	1mo ago
Ambient6K (test)	Restormer	PSNR21.141	9	1mo ago
ISTD+ adjusted (test)	Auto-exposure Fusion Network	RMSE (Shadow)6.5	9	1mo ago
SRD	RASM	RMSE3.37	8	1mo ago
AISTD adjusted (test)	DC-ShadowNet	RMSE (All)4.6	8	1mo ago
LRSS soft shadow (test)	DC-ShadowNet	RMSE3.48	8	1mo ago
Real captured images (test)	OmniSR	PSNR38.34	7	1mo ago
SRD 27 (test)	DSC	RMSE6.21	7	1mo ago
WSRD+ (test)	Detail-Preserving Latent Diffusion	PSNR26.26	6	1mo ago
ISTD v1 (test)	Shadow Diffusion	MAE4.12	6	1mo ago

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