Spectral Unmixing on BioSR Microtubule/CCP, mTurquoise, 32-band v1 (test)

54.78PSNRλSplit

Evaluation Results

Method
λSplit2026.03	54.78	0.999	0.999	0.024	0.999	2,599.14
RLU2026.03	53.6	1	0.986	0.012	0.999	179.04
LU2026.03	53.44	1	0.986	0.012	0.999	190.71
NNLU2026.03	53.44	1	0.986	0.012	0.999	190.71
λSplit2026.03	53.28	0.999	0.999	0.022	0.999	1,253.93
NMF-RI2026.03	53.01	0.999	0.983	0.012	0.999	190.77
λSplit2026.03	52.81	0.999	0.999	0.033	0.999	1,337.86
HyU2026.03	52.75	0.999	0.986	0.013	0.999	192.73
RLU2026.03	52.75	0.999	0.984	0.017	0.999	128.24
LU2026.03	52.52	0.999	0.983	0.017	0.999	126.88
NNLU2026.03	52.52	0.999	0.983	0.017	0.999	126.88
HyU2026.03	52.16	0.999	0.983	0.018	0.999	130.17
NMF-RI2026.03	51.3	0.998	0.968	0.017	0.998	127.94
λSplit2026.03	51	0.998	0.994	0.026	0.998	1,663.74
λSplit2026.03	50.71	0.998	0.996	0.026	0.998	1,204.03
LU2026.03	50.57	0.999	0.968	0.028	0.998	128.62
NNLU2026.03	50.57	0.999	0.968	0.028	0.998	128.63
RLU2026.03	50.41	0.999	0.968	0.026	0.998	127.37
NMF-RI2026.03	50.31	0.999	0.966	0.028	0.997	128.76
HyU2026.03	50.3	0.999	0.969	0.029	0.998	129.57
HyU2026.03	49.64	0.998	0.503	0.03	0.997	163.07
LU2026.03	49.57	0.998	0.502	0.034	0.997	145.91
λSplit2026.03	49.57	0.997	0.991	0.024	0.998	775.49
NNLU2026.03	49.56	0.998	0.502	0.032	0.997	145.92
RLU2026.03	49.16	0.997	0.502	0.031	0.996	146.09
NMF-RI2026.03	49.02	0.997	0.006	0.034	0.996	147.59
HyU2026.03	48.74	0.998	0.502	0.043	0.997	104.54
RLU2026.03	48.55	0.997	0.502	0.043	0.996	98.69
LU2026.03	48.52	0.998	0.501	0.047	0.997	95.07
NNLU2026.03	48.52	0.998	0.501	0.046	0.997	95.08
NMF-RI2026.03	47.97	0.997	0.501	0.048	0.996	95.9
λSplit2026.03	47.46	0.995	0.973	0.047	0.995	1,109.6
λSplit2026.03	47.43	0.994	0.969	0.04	0.994	1,074.09
λSplit2026.03	47.37	0.995	0.972	0.048	0.995	1,105.19
HyU2026.03	46.66	0.997	0.945	0.053	0.994	99.56
LU2026.03	46.17	0.997	0.938	0.066	0.993	84.45
NNLU2026.03	46.17	0.997	0.938	0.062	0.993	84.46
NMF-RI2026.03	45.87	0.996	0.938	0.063	0.992	85.61
RLU2026.03	45.6	0.993	0.936	0.058	0.991	92.04
HyU2026.03	45.53	0.994	0.501	0.066	0.992	116.35
LU2026.03	44.77	0.994	0.5	0.082	0.99	90.37
NNLU2026.03	44.67	0.993	0.5	0.069	0.989	90.91
HyU2026.03	44.64	0.993	0.005	0.075	0.991	78.98
RLU2026.03	44.6	0.989	0.5	0.067	0.986	94.91
NMF-RI2026.03	44.26	0.99	0.5	0.071	0.987	93.59
RLU2026.03	43.79	0.988	0.005	0.085	0.986	68.53
LU2026.03	43.75	0.992	0.499	0.097	0.989	63.55
NNLU2026.03	43.65	0.992	0.499	0.096	0.988	63.89
NMF-RI2026.03	43.39	0.99	0.499	0.096	0.987	64
λSplit2026.03	43.19	0.984	0.933	0.104	0.983	1,027.2
HyU2026.03	43.08	0.992	0.932	0.089	0.986	72.44
λSplit2026.03	42.73	0.983	0.932	0.117	0.982	1,190.44
λSplit2026.03	42.68	0.983	0.927	0.084	0.983	1,119.6
LU2026.03	41.76	0.991	0.498	0.129	0.981	51.33
RLU2026.03	41.63	0.981	0.927	0.109	0.974	57.9
NNLU2026.03	41.47	0.987	0.498	0.12	0.978	53.23
NMF-RI2026.03	41.14	0.984	0.498	0.122	0.975	53.38
HyU2026.03	40.49	0.981	0.497	0.147	0.973	67.99
HyU2026.03	39.63	0.978	0.495	0.178	0.97	48.75
LU2026.03	39.33	0.98	0.494	0.191	0.967	48.13
RLU2026.03	38.86	0.958	0.497	0.137	0.932	54.3
NMF-RI2026.03	38.82	0.97	0.495	0.15	0.952	51.03
LU2026.03	38.35	0.976	0.492	0.23	0.963	35.36
HyU2026.03	38.18	0.977	0.493	0.215	0.957	41.86
NNLU2026.03	38.06	0.953	0.496	0.148	0.919	61.46
RLU2026.03	38.05	0.954	0.496	0.168	0.928	43.08
NMF-RI2026.03	37.45	0.961	0.004	0.198	0.942	37.46
NNLU2026.03	37.15	0.947	0.495	0.188	0.912	43.69
λSplit2026.03	37.07	0.952	0.916	0.21	0.935	638.38
λSplit2026.03	36.97	0.947	0.911	0.195	0.933	611.02
λSplit2026.03	36.79	0.95	0.917	0.213	0.927	800.66
LU2026.03	36.67	0.974	0.484	0.284	0.943	28.39
RLU2026.03	36.67	0.946	0.492	0.191	0.901	39.83
NMF-RI2026.03	36.64	0.971	0.485	0.235	0.941	29.41
NNLU2026.03	35.41	0.933	0.916	0.206	0.863	43.96
HyU2026.03	33.34	0.939	0.469	0.344	0.88	28.97
NMF-RI2026.03	32.68	0.936	0.46	0.318	0.862	24.68
RLU2026.03	32.66	0.905	0.48	0.205	0.755	56.95
HyU2026.03	32.5	0.928	0.003	0.37	0.873	20.46
LU2026.03	32.34	0.932	0.449	0.431	0.862	21.08
NNLU2026.03	32.16	0.9	0.001	0.189	0.733	86.79
RLU2026.03	32.02	0.895	0.477	0.242	0.746	45.77
RLU2026.03	31.96	0.899	0.899	0.239	0.734	42.54
NMF-RI2026.03	31.7	0.916	0.454	0.364	0.83	17.75
NNLU2026.03	31.53	0.891	0.895	0.219	0.725	61.43
NNLU2026.03	31.52	0.894	0.9	0.201	0.708	72.72
LU2026.03	31.44	0.917	0.439	0.484	0.852	14.53
HyU2026.03	31.35	0.922	0.446	0.445	0.812	19
NMF-RI2026.03	30.79	0.914	0.006	0.404	0.801	16
LU2026.03	30.36	0.908	0.409	0.526	0.786	12.87