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

22.24PSNR

IMPLICITSTAINER

Updated 5d ago

Evaluation Results

Method
IMPLICITSTAINER 2025.05	22.24	64.4	219.19	17.69	0.0107	91.31	84.1	70.49	61.49	30.19	72.98	93.51
IMPLICITSTAINER 2025.05	21.57	60.8	225.75	10.9	0.0041	93.33	83.37	66.53	56.49	36.02	67.47	94.51
AdaptiveNCE 2025.05	21.38	61	222.95	7.33	0.0022	90.34	92.37	68.98	59.41	32.11	73.58	93.58
PyramidPix2Pix 2025.05	21.37	60	224.87	28.74	0.022	81.72	70.3	68.87	59.37	32.5	70.21	94.11
IMPLICITSTAINER 2025.05	20.29	58	237.75	16.36	0.0091	83.13	77.31	64.37	54.42	44.46	71.76	90.16
BBDM 2025.05	20.03	57	224.63	17.41	0.0096	80.54	78.42	63.15	53.29	40.32	62.84	93.96
CycleGAN 2025.05	19.9	57.5	232.79	7.91	0.0021	87.07	85.78	62.36	52.13	41.27	67.86	91.31
UGATIT 2025.05	19.82	58.6	233.88	16.27	0.0073	73.51	76.35	61.99	51.79	42.43	66.64	91.37
Decent 2025.05	19.64	55	239.42	10.44	0.0042	83.49	83.63	64.22	54.11	40.41	70.16	90.84
QS GAN 2025.05	19.41	56	236.87	8.91	0.0024	84.97	82.54	56.58	47.49	48.29	60.9	90.78
StegoGAN 2025.05	19.41	57	234.33	9.93	0.0033	86.03	81.4	62.37	51.99	42.35	69.37	90.36
CUT 2025.05	19.39	56	237.12	9.34	0.0033	84.63	83.94	57.64	48.36	48.13	62.78	90.93
Attn. GAN 2025.05	19.37	57	235.14	10.79	0.004	84.55	80.85	59.88	49.93	46.31	65.99	90.67
UVCGAN 2025.05	19.3	57	237.25	19.69	0.0118	71.31	75.78	58.14	48.08	49.48	65.2	88.45
NICE GAN 2025.05	19.12	57	237.1	28.86	0.0186	60.32	57.08	51.52	42.37	64.83	54.66	91.71
SANTA 2025.05	18.98	52	247.15	11.41	0.0043	81.75	77.47	60.07	49.77	43.84	65.08	89.91
FastCUT 2025.05	18.92	55.7	234.02	14.71	0.0088	78	77.9	41.65	33.39	69.79	42.96	94.62
UNSB 2025.05	18.88	54	239.71	13.2	0.006	83.06	59.04	61.9	52.25	49.66	63.77	91.62
Pix2Pix 2025.05	18.78	48	250.81	44.53	0.0241	73.68	71.58	58.24	49.49	53.29	61.11	92.89
LBBDM-F4 2025.05	18.45	45	257.44	18.32	0.0119	73.04	75.73	55.79	47.48	52.73	57.27	92.45
LBBDM-F16 2025.05	16.2	26	277.92	61.16	0.0513	61.02	16.71	50.05	41.95	63.81	52.94	89.74
CycleDiffusion 2025.05	15.73	44	300.17	-	-	-	-	38.43	27.59	74.22	55.89	78.24
EDSDE 2025.05	14.83	27	300.17	92.88	0.0841	16.54	50.75	-	-	-	-	-
ACL GAN 2025.05	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-Un 2025.05	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-P 2025.05	12.54	13	305.22	29.26	0.0197	50.13	61.33	14.72	9.27	105.39	15.72	84.05
UNIT 2025.05	12.36	0	296.93	13.04	0.0049	75.44	69.17	54.49	45.94	50.27	56.96	88.1