Virtual Staining

Benchmarks

Dataset Name	SOTA Method	Metric
MIST HER2	SheafStain	FID34.508	53	1mo ago
IHC(CK8/18) (test)	IMPLICITSTAINER	PSNR22.24	27	3mo ago
HEMIT 13 (full dataset)	IMPLICITSTAINER	PSNR32.26	24	3mo ago
BCI All	Variance-Penalized GAN	SSIM0.47	13	4mo ago
BCI Class 3+	CycleGAN	SSIM36.87	10	4mo ago
BCI Class 2+	USI-GAN	SSIM0.3842	10	4mo ago
BCI Class 1+	USI-GAN	SSIM40.68	10	4mo ago
BCI Class 0	CycleGAN	SSIM45.07	10	4mo ago
MIST Ki67	CycleGAN	SSIM0.1544	10	4mo ago
MIST PR	ASP	SSIM0.1391	10	4mo ago
MIST ER	CycleGAN	SSIM0.1444	10	4mo ago
IHC4BC HER2 1.0 (test)	Pix2Pix	SSIM0.1619	9	2mo ago
MIST	HistDiT	SSIM21.1	8	3mo ago
MIST Ki-67	SheafStain	FID25.3978	7	1mo ago
MIST PR	SheafStain	FID29.724	7	1mo ago
MIST ER	SheafStain	FID29.0824	7	1mo ago
BCI HER2	SheafStain	FID36.3626	7	1mo ago
BCI HER2 (test)	SheafStain	FID36.3626	7	1mo ago
IHC4BC PR (test)	PyramidP2P	Rp66.28	7	2mo ago
IHC4BC HER2 (test)	USIGAN	Rp75.76	7	2mo ago
IHC4BC ER (test)	USIGAN	Rp82.25	7	2mo ago
IHC4BC Ki67 (test)	PyramidP2P	Rp89.84	7	2mo ago
MIST PR (test)	USIGAN	Rp87.37	7	2mo ago
MIST HER2 (test)	USIGAN	Rp Score80.08	7	2mo ago
MIST ER (test)		Rp86.54	7	2mo ago

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