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Material Decomposition on Breast spectral CT dataset

43.5PSNR (Adipose)

DECT-DRNet

Updated 26d ago

Evaluation Results

Method
DECT-DRNet 2026.06	43.5	99.61	43.21	99.62	62.58	99.91	49.76	99.71
DECT-DRNet 2026.06	41.07	99.46	40.91	99.6	62.89	99.97	48.29	99.68
DECT-DRNet 2026.06	39.83	99.43	39.82	99.42	63.56	99.97	47.74	99.61
DnCNN 2026.06	37.75	98.68	37.74	99.28	64.74	99.95	46.74	99.3
FC-DenseNet 2026.06	37.6	99.5	35.92	99.52	69	99.99	47.51	99.67
GECCU-Net 2026.06	36.66	99.52	36.67	99.52	71.21	99.99	48.18	99.68
DECT-DRNet 2026.06	34.74	98.8	34.67	98.85	63.61	99.98	44.34	99.21
Incept-Net 2026.06	34.43	98.57	34.4	97.85	66.55	99.96	45.13	98.79
Clark-UNet 2026.06	34.37	98.87	34.33	98.91	40.92	99.36	36.54	99.05
FC-DenseNet 2026.06	33.28	98.99	32.55	98.96	66.98	99.99	44.27	99.31
DnCNN 2026.06	32.53	98.08	32.52	98.25	62.32	99.95	42.46	98.76
GECCU-Net 2026.06	32.38	98.86	32.37	98.83	70.32	99.99	45.02	99.23
Clark-UNet 2026.06	29.3	97.19	29.29	97.21	59.88	99.98	39.49	98.13
Incept-Net 2026.06	29.03	95.87	29.03	95.87	64.84	99.98	40.97	97.24
FC-DenseNet 2026.06	26.28	96.67	26.11	96.59	61.31	99.99	37.9	97.75
DnCNN 2026.06	26.09	94.9	26.09	88.44	59.66	99.92	37.28	94.42
GECCU-Net 2026.06	25.78	96.42	25.78	96.39	66.86	99.99	39.47	97.6
Incept-Net 2026.06	24.23	89.99	24.22	91.09	61.92	99.84	36.79	93.64
Clark-UNet 2026.06	23.82	93.1	23.82	92.15	43.85	99.7	30.5	94.98
DnCNN 2026.06	22.46	91.59	22.46	89.84	55.98	99.67	33.63	93.7
GECCU-Net 2026.06	21.62	93.6	21.62	93.56	63.22	99.99	35.48	95.72
FC-DenseNet 2026.06	21.33	93.21	21.33	93.16	40.92	99.42	27.86	95.26
Incept-Net 2026.06	21.01	86.62	21	74.42	60.24	99.9	34.08	86.98
Clark-UNet 2026.06	20.92	88.08	20.91	87.94	54.47	99.91	32.1	91.98
Matrix Inversion 2026.06	3.91	1.99	7.93	26.97	16.47	6.9	9.44	11.95
Matrix Inversion 2026.06	3.67	1.02	8.04	34.81	14.04	3.46	8.58	13.1
Matrix Inversion 2026.06	3.57	1.39	8.05	27.91	14.29	5.55	8.63	11.62
Matrix Inversion 2026.06	3.13	1.02	8.08	34.71	11.93	3.92	7.71	13.22