Virtual Staining on IHC(CK8/18) (test) benchmark leaderboard · SOTA2 Research

Virtual Staining on IHC(CK8/18) (test)

22.24PSNRIMPLICITSTAINER

Evaluation Results

Method	Links
IMPLICITSTAINER2025.05		22.24	64.4	219.19	17.69	0.0107	91.31	84.1	70.49	61.49	30.19	72.98	93.51
IMPLICITSTAINER2025.05		21.57	60.8	225.75	10.9	0.0041	93.33	83.37	66.53	56.49	36.02	67.47	94.51
AdaptiveNCE2025.05		21.38	61	222.95	7.33	0.0022	90.34	92.37	68.98	59.41	32.11	73.58	93.58
PyramidPix2Pix2025.05		21.37	60	224.87	28.74	0.022	81.72	70.3	68.87	59.37	32.5	70.21	94.11
IMPLICITSTAINER2025.05		20.29	58	237.75	16.36	0.0091	83.13	77.31	64.37	54.42	44.46	71.76	90.16
BBDM2025.05		20.03	57	224.63	17.41	0.0096	80.54	78.42	63.15	53.29	40.32	62.84	93.96
CycleGAN2025.05		19.9	57.5	232.79	7.91	0.0021	87.07	85.78	62.36	52.13	41.27	67.86	91.31
UGATIT2025.05		19.82	58.6	233.88	16.27	0.0073	73.51	76.35	61.99	51.79	42.43	66.64	91.37
Decent2025.05		19.64	55	239.42	10.44	0.0042	83.49	83.63	64.22	54.11	40.41	70.16	90.84
QS GAN2025.05		19.41	56	236.87	8.91	0.0024	84.97	82.54	56.58	47.49	48.29	60.9	90.78
StegoGAN2025.05		19.41	57	234.33	9.93	0.0033	86.03	81.4	62.37	51.99	42.35	69.37	90.36
CUT2025.05		19.39	56	237.12	9.34	0.0033	84.63	83.94	57.64	48.36	48.13	62.78	90.93
Attn. GAN2025.05		19.37	57	235.14	10.79	0.004	84.55	80.85	59.88	49.93	46.31	65.99	90.67
UVCGAN2025.05		19.3	57	237.25	19.69	0.0118	71.31	75.78	58.14	48.08	49.48	65.2	88.45
NICE GAN2025.05		19.12	57	237.1	28.86	0.0186	60.32	57.08	51.52	42.37	64.83	54.66	91.71
SANTA2025.05		18.98	52	247.15	11.41	0.0043	81.75	77.47	60.07	49.77	43.84	65.08	89.91
FastCUT2025.05		18.92	55.7	234.02	14.71	0.0088	78	77.9	41.65	33.39	69.79	42.96	94.62
UNSB2025.05		18.88	54	239.71	13.2	0.006	83.06	59.04	61.9	52.25	49.66	63.77	91.62
Pix2Pix2025.05		18.78	48	250.81	44.53	0.0241	73.68	71.58	58.24	49.49	53.29	61.11	92.89
LBBDM-F42025.05		18.45	45	257.44	18.32	0.0119	73.04	75.73	55.79	47.48	52.73	57.27	92.45
LBBDM-F162025.05		16.2	26	277.92	61.16	0.0513	61.02	16.71	50.05	41.95	63.81	52.94	89.74
CycleDiffusion2025.05		15.73	44	300.17	—	—	—	—	38.43	27.59	74.22	55.89	78.24
EDSDE2025.05		14.83	27	300.17	92.88	0.0841	16.54	50.75	—	—	—	—	—
ACL GAN2025.05		14.8	50	295.66	107.33	0.1028	3.76	5.15	47.25	35.39	47.22	71.82	71.09
VQ-I2I-Un2025.05		12.56	13	303.43	24.08	0.0116	49.88	69.04	25.05	16.9	78.41	26.65	74.14
VQ-I2I-P2025.05		12.54	13	305.22	29.26	0.0197	50.13	61.33	14.72	9.27	105.39	15.72	84.05
UNIT2025.05		12.36	0	296.93	13.04	0.0049	75.44	69.17	54.49	45.94	50.27	56.96	88.1