Virtual Staining on HEMIT 13 (full dataset) benchmark leaderboard · SOTA2 Research

Virtual Staining on HEMIT 13 (full dataset)

32.26PSNRIMPLICITSTAINER

Evaluation Results

Method	Links
IMPLICITSTAINER2025.05		32.26	84.5	55.38	12.01	86.85	77.76	63.55	54.96	43.78	50.26	41.25	58.3	85.38	77.13	12.58
IMPLICITSTAINER2025.05		31.36	84.05	59.12	14.99	85.87	71.77	62.29	53.19	45.98	45.81	36.74	71.99	84.81	76.31	11.97
IMPLICITSTAINER-LR2025.05		30.75	84.65	59.91	73.83	21.4	21.4	58.77	50.21	44.67	39.88	30.12	68.85	81.28	70.96	12.4
IMPLICITSTAINER2025.05		30.22	82.31	63.4	21.58	80.09	64.86	59.59	50.03	49.26	38.92	29.69	79.5	83.54	74.63	12.13
IMPLICITSTAINER2025.05		29.82	81.6	67.15	24.98	85.7	62.17	60.73	51.14	52.36	40.65	31.41	68.34	83.62	74.6	12.85
IMPLICITSTAINER2025.05		29.32	80.69	69.76	27.77	83.02	56.18	58.53	48.84	53.18	33.64	24.68	76.58	82.43	73.04	12.96
PyramidPix2Pix2025.05		29.26	85.22	61.28	10.51	82.9	72.68	56.86	47.69	49.72	31.57	23.18	68.23	82.06	72.74	12.92
IMPLICITSTAINER-LR2025.05		28.64	80.52	73.09	82.7	16.74	3.05	54.26	44.79	55.27	29.62	20.82	81.73	77.26	65.73	16.16
Pix2Pix2025.05		28.61	83.72	64.01	22.82	70.68	48.61	54.28	45.18	52.93	24.19	16.6	73.68	80.42	71.27	13.84
QS-GAN2025.05		27.31	81.64	73.76	6.9	84.78	75.55	53.67	44.4	50.62	26.25	18.23	79.72	80.89	70.87	13.7
AdaptiveNCE2025.05		27.11	45.24	129.83	165.55	31.98	0.32	60.63	53.32	48.64	9.65	5.58	110.95	81.14	70.13	13.72
VQ-I2I-Paried2025.05		26.04	77.87	81.53	26.12	65.48	65.48	51.02	41.45	62.9	25.66	17.2	88.45	74.41	61.25	17.43
FastCUT2025.05		26.01	75.41	94.44	15.85	80.86	65.13	51.25	41.42	64.18	18.99	12.78	88.21	77.09	65.87	18.03
AttentionGAN2025.05		25.45	76.04	91.15	12.88	78.41	56.83	48.58	38.94	65.8	1.25	0.67	100.37	71.79	59.21	26.06
UGATIT2025.05		25.19	74.23	125.97	19.58	72.01	51.03	44.36	35.83	68.97	2	1.06	108.86	54.24	42.83	33.14
NICE GAN2025.05		24.36	54	112.19	503.78	0	0	0	0	0	0	0	0	0	0	0
DECENT2025.05		23.44	65.27	124.44	8.24	77.33	63.05	20.09	13.04	98.06	16.15	10.57	93.46	51.39	38.05	41.44
UVCGAN2025.05		23.26	62.15	96.23	69.99	57.48	16.91	7.16	4.11	123	0.53	0.28	132.99	2.35	1.27	65.45
VQ-I2I-UnParied2025.05		22.88	57.84	125.32	61	42.94	5.17	19.42	12.06	95.64	6.42	3.71	104.59	25.68	15.43	55.67
StegoGAN2025.05		22.11	58.94	134.48	46.9	57.48	16.91	29.69	21.74	101.48	2.48	1.32	108.23	2.36	1.26	80.5
UNSB2025.05		21.9	53.5	157.75	13.99	75.15	62.94	17.19	11.32	103.49	3.11	1.69	120.74	22.26	13.43	58.74
CUT2025.05		21.37	50.55	165.37	8.05	76.6	65.01	7.72	4.83	110.81	2.76	1.49	108.28	7.08	3.91	60.16
CycleGAN2025.05		21.32	54.55	149.93	36.8	71.06	29.26	27.98	20.07	101.51	3.17	1.69	104.85	4.65	2.48	64.56
UNIT2025.05		19.54	64.54	136.39	12.24	71.77	56.06	44.98	36.87	61.55	18.29	12.25	108.58	68.2	57.54	25.84