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Virtual Staining on HEMIT 13 (full dataset)

32.26PSNR

IMPLICITSTAINER

Updated 5d ago

Evaluation Results

Method
IMPLICITSTAINER 2025.05	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
IMPLICITSTAINER 2025.05	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-LR 2025.05	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
IMPLICITSTAINER 2025.05	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
IMPLICITSTAINER 2025.05	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
IMPLICITSTAINER 2025.05	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
PyramidPix2Pix 2025.05	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-LR 2025.05	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
Pix2Pix 2025.05	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-GAN 2025.05	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
AdaptiveNCE 2025.05	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-Paried 2025.05	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
FastCUT 2025.05	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
AttentionGAN 2025.05	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
UGATIT 2025.05	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 GAN 2025.05	24.36	54	112.19	503.78	0	0	0	0	0	0	0	0	0	0	0
DECENT 2025.05	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
UVCGAN 2025.05	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-UnParied 2025.05	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
StegoGAN 2025.05	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
UNSB 2025.05	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
CUT 2025.05	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
CycleGAN 2025.05	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
UNIT 2025.05	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