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

Method
λSplit 2026.03	54.78	0.999	0.999	0.024	0.999	2,599.14
RLU 2026.03	53.6	1	0.986	0.012	0.999	179.04
LU 2026.03	53.44	1	0.986	0.012	0.999	190.71
NNLU 2026.03	53.44	1	0.986	0.012	0.999	190.71
λSplit 2026.03	53.28	0.999	0.999	0.022	0.999	1,253.93
NMF-RI 2026.03	53.01	0.999	0.983	0.012	0.999	190.77
λSplit 2026.03	52.81	0.999	0.999	0.033	0.999	1,337.86
HyU 2026.03	52.75	0.999	0.986	0.013	0.999	192.73
RLU 2026.03	52.75	0.999	0.984	0.017	0.999	128.24
LU 2026.03	52.52	0.999	0.983	0.017	0.999	126.88
NNLU 2026.03	52.52	0.999	0.983	0.017	0.999	126.88
HyU 2026.03	52.16	0.999	0.983	0.018	0.999	130.17
NMF-RI 2026.03	51.3	0.998	0.968	0.017	0.998	127.94
λSplit 2026.03	51	0.998	0.994	0.026	0.998	1,663.74
λSplit 2026.03	50.71	0.998	0.996	0.026	0.998	1,204.03
LU 2026.03	50.57	0.999	0.968	0.028	0.998	128.62
NNLU 2026.03	50.57	0.999	0.968	0.028	0.998	128.63
RLU 2026.03	50.41	0.999	0.968	0.026	0.998	127.37
NMF-RI 2026.03	50.31	0.999	0.966	0.028	0.997	128.76
HyU 2026.03	50.3	0.999	0.969	0.029	0.998	129.57
HyU 2026.03	49.64	0.998	0.503	0.03	0.997	163.07
LU 2026.03	49.57	0.998	0.502	0.034	0.997	145.91
λSplit 2026.03	49.57	0.997	0.991	0.024	0.998	775.49
NNLU 2026.03	49.56	0.998	0.502	0.032	0.997	145.92
RLU 2026.03	49.16	0.997	0.502	0.031	0.996	146.09
NMF-RI 2026.03	49.02	0.997	0.006	0.034	0.996	147.59
HyU 2026.03	48.74	0.998	0.502	0.043	0.997	104.54
RLU 2026.03	48.55	0.997	0.502	0.043	0.996	98.69
LU 2026.03	48.52	0.998	0.501	0.047	0.997	95.07
NNLU 2026.03	48.52	0.998	0.501	0.046	0.997	95.08
NMF-RI 2026.03	47.97	0.997	0.501	0.048	0.996	95.9
λSplit 2026.03	47.46	0.995	0.973	0.047	0.995	1,109.6
λSplit 2026.03	47.43	0.994	0.969	0.04	0.994	1,074.09
λSplit 2026.03	47.37	0.995	0.972	0.048	0.995	1,105.19
HyU 2026.03	46.66	0.997	0.945	0.053	0.994	99.56
LU 2026.03	46.17	0.997	0.938	0.066	0.993	84.45
NNLU 2026.03	46.17	0.997	0.938	0.062	0.993	84.46
NMF-RI 2026.03	45.87	0.996	0.938	0.063	0.992	85.61
RLU 2026.03	45.6	0.993	0.936	0.058	0.991	92.04
HyU 2026.03	45.53	0.994	0.501	0.066	0.992	116.35
LU 2026.03	44.77	0.994	0.5	0.082	0.99	90.37
NNLU 2026.03	44.67	0.993	0.5	0.069	0.989	90.91
HyU 2026.03	44.64	0.993	0.005	0.075	0.991	78.98
RLU 2026.03	44.6	0.989	0.5	0.067	0.986	94.91
NMF-RI 2026.03	44.26	0.99	0.5	0.071	0.987	93.59
RLU 2026.03	43.79	0.988	0.005	0.085	0.986	68.53
LU 2026.03	43.75	0.992	0.499	0.097	0.989	63.55
NNLU 2026.03	43.65	0.992	0.499	0.096	0.988	63.89
NMF-RI 2026.03	43.39	0.99	0.499	0.096	0.987	64
λSplit 2026.03	43.19	0.984	0.933	0.104	0.983	1,027.2
HyU 2026.03	43.08	0.992	0.932	0.089	0.986	72.44
λSplit 2026.03	42.73	0.983	0.932	0.117	0.982	1,190.44
λSplit 2026.03	42.68	0.983	0.927	0.084	0.983	1,119.6
LU 2026.03	41.76	0.991	0.498	0.129	0.981	51.33
RLU 2026.03	41.63	0.981	0.927	0.109	0.974	57.9
NNLU 2026.03	41.47	0.987	0.498	0.12	0.978	53.23
NMF-RI 2026.03	41.14	0.984	0.498	0.122	0.975	53.38
HyU 2026.03	40.49	0.981	0.497	0.147	0.973	67.99
HyU 2026.03	39.63	0.978	0.495	0.178	0.97	48.75
LU 2026.03	39.33	0.98	0.494	0.191	0.967	48.13
RLU 2026.03	38.86	0.958	0.497	0.137	0.932	54.3
NMF-RI 2026.03	38.82	0.97	0.495	0.15	0.952	51.03
LU 2026.03	38.35	0.976	0.492	0.23	0.963	35.36
HyU 2026.03	38.18	0.977	0.493	0.215	0.957	41.86
NNLU 2026.03	38.06	0.953	0.496	0.148	0.919	61.46
RLU 2026.03	38.05	0.954	0.496	0.168	0.928	43.08
NMF-RI 2026.03	37.45	0.961	0.004	0.198	0.942	37.46
NNLU 2026.03	37.15	0.947	0.495	0.188	0.912	43.69
λSplit 2026.03	37.07	0.952	0.916	0.21	0.935	638.38
λSplit 2026.03	36.97	0.947	0.911	0.195	0.933	611.02
λSplit 2026.03	36.79	0.95	0.917	0.213	0.927	800.66
LU 2026.03	36.67	0.974	0.484	0.284	0.943	28.39
RLU 2026.03	36.67	0.946	0.492	0.191	0.901	39.83
NMF-RI 2026.03	36.64	0.971	0.485	0.235	0.941	29.41
NNLU 2026.03	35.41	0.933	0.916	0.206	0.863	43.96
HyU 2026.03	33.34	0.939	0.469	0.344	0.88	28.97
NMF-RI 2026.03	32.68	0.936	0.46	0.318	0.862	24.68
RLU 2026.03	32.66	0.905	0.48	0.205	0.755	56.95
HyU 2026.03	32.5	0.928	0.003	0.37	0.873	20.46
LU 2026.03	32.34	0.932	0.449	0.431	0.862	21.08
NNLU 2026.03	32.16	0.9	0.001	0.189	0.733	86.79
RLU 2026.03	32.02	0.895	0.477	0.242	0.746	45.77
RLU 2026.03	31.96	0.899	0.899	0.239	0.734	42.54
NMF-RI 2026.03	31.7	0.916	0.454	0.364	0.83	17.75
NNLU 2026.03	31.53	0.891	0.895	0.219	0.725	61.43
NNLU 2026.03	31.52	0.894	0.9	0.201	0.708	72.72
LU 2026.03	31.44	0.917	0.439	0.484	0.852	14.53
HyU 2026.03	31.35	0.922	0.446	0.445	0.812	19
NMF-RI 2026.03	30.79	0.914	0.006	0.404	0.801	16
LU 2026.03	30.36	0.908	0.409	0.526	0.786	12.87

λSplit

2026.03

54.78

0.999

0.024

0.999

2,599.14

RLU

2026.03

53.6

1

0.986

0.012

0.999

179.04

LU

2026.03

53.44

1

0.986

0.012

0.999

190.71

NNLU

2026.03

53.44

1

0.986

0.012

0.999

190.71

λSplit

2026.03

53.28

0.999

0.022

0.999

1,253.93

NMF-RI

2026.03

53.01

0.999

0.983

0.012

0.999

190.77

λSplit

2026.03

52.81

0.999

0.033

0.999

1,337.86

HyU

2026.03

52.75

0.999

0.986

0.013

0.999

192.73

RLU

2026.03

52.75

0.999

0.984

0.017

0.999

128.24

LU

2026.03

52.52

0.999

0.983

0.017

0.999

126.88

NNLU

2026.03

52.52

0.999

0.983

0.017

0.999

126.88

HyU

2026.03

52.16

0.999

0.983

0.018

0.999

130.17

NMF-RI

2026.03

51.3

0.998

0.968

0.017

0.998

127.94

λSplit

2026.03

51

0.998

0.994

0.026

0.998

1,663.74

λSplit

2026.03

50.71

0.998

0.996

0.026

0.998

1,204.03

LU

2026.03

50.57

0.999

0.968

0.028

0.998

128.62

NNLU

2026.03

50.57

0.999

0.968

0.028

0.998

128.63

RLU

2026.03

50.41

0.999

0.968

0.026

0.998

127.37

NMF-RI

2026.03

50.31

0.999

0.966

0.028

0.997

128.76

HyU

2026.03

50.3

0.999

0.969

0.029

0.998

129.57

HyU

2026.03

49.64

0.998

0.503

0.03

0.997

163.07

LU

2026.03

49.57

0.998

0.502

0.034

0.997

145.91

λSplit

2026.03

49.57

0.997

0.991

0.024

0.998

775.49

NNLU

2026.03

49.56

0.998

0.502

0.032

0.997

145.92

RLU

2026.03

49.16

0.997

0.502

0.031

0.996

146.09

NMF-RI

2026.03

49.02

0.997

0.006

0.034

0.996

147.59

HyU

2026.03

48.74

0.998

0.502

0.043

0.997

104.54

RLU

2026.03

48.55

0.997

0.502

0.043

0.996

98.69

LU

2026.03

48.52

0.998

0.501

0.047

0.997

95.07

NNLU

2026.03

48.52

0.998

0.501

0.046

0.997

95.08

NMF-RI

2026.03

47.97

0.997

0.501

0.048

0.996

95.9

λSplit

2026.03

47.46

0.995

0.973

0.047

0.995

1,109.6

λSplit

2026.03

47.43

0.994

0.969

0.04

0.994

1,074.09

λSplit

2026.03

47.37

0.995

0.972

0.048

0.995

1,105.19

HyU

2026.03

46.66

0.997

0.945

0.053

0.994

99.56

LU

2026.03

46.17

0.997

0.938

0.066

0.993

84.45

NNLU

2026.03

46.17

0.997

0.938

0.062

0.993

84.46

NMF-RI

2026.03

45.87

0.996

0.938

0.063

0.992

85.61

RLU

2026.03

45.6

0.993

0.936

0.058

0.991

92.04

HyU

2026.03

45.53

0.994

0.501

0.066

0.992

116.35

LU

2026.03

44.77

0.994

0.5

0.082

0.99

90.37

NNLU

2026.03

44.67

0.993

0.5

0.069

0.989

90.91

HyU

2026.03

44.64

0.993

0.005

0.075

0.991

78.98

RLU

2026.03

44.6

0.989

0.5

0.067

0.986

94.91

NMF-RI

2026.03

44.26

0.99

0.5

0.071

0.987

93.59

RLU

2026.03

43.79

0.988

0.005

0.085

0.986

68.53

LU

2026.03

43.75

0.992

0.499

0.097

0.989

63.55

NNLU

2026.03

43.65

0.992

0.499

0.096

0.988

63.89

NMF-RI

2026.03

43.39

0.99

0.499

0.096

0.987

64

λSplit

2026.03

43.19

0.984

0.933

0.104

0.983

1,027.2

HyU

2026.03

43.08

0.992

0.932

0.089

0.986

72.44

λSplit

2026.03

42.73

0.983

0.932

0.117

0.982

1,190.44

λSplit

2026.03

42.68

0.983

0.927

0.084

0.983

1,119.6

LU

2026.03

41.76

0.991

0.498

0.129

0.981

51.33

RLU

2026.03

41.63

0.981

0.927

0.109

0.974

57.9

NNLU

2026.03

41.47

0.987

0.498

0.12

0.978

53.23

NMF-RI

2026.03

41.14

0.984

0.498

0.122

0.975

53.38

HyU

2026.03

40.49

0.981

0.497

0.147

0.973

67.99

HyU

2026.03

39.63

0.978

0.495

0.178

0.97

48.75

LU

2026.03

39.33

0.98

0.494

0.191

0.967

48.13

RLU

2026.03

38.86

0.958

0.497

0.137

0.932

54.3

NMF-RI

2026.03

38.82

0.97

0.495

0.15

0.952

51.03

LU

2026.03

38.35

0.976

0.492

0.23

0.963

35.36

HyU

2026.03

38.18

0.977

0.493

0.215

0.957

41.86

NNLU

2026.03

38.06

0.953

0.496

0.148

0.919

61.46

RLU

2026.03

38.05

0.954

0.496

0.168

0.928

43.08

NMF-RI

2026.03

37.45

0.961

0.004

0.198

0.942

37.46

NNLU

2026.03

37.15

0.947

0.495

0.188

0.912

43.69

λSplit

2026.03

37.07

0.952

0.916

0.21

0.935

638.38

λSplit

2026.03

36.97

0.947

0.911

0.195

0.933

611.02

λSplit

2026.03

36.79

0.95

0.917

0.213

0.927

800.66

LU

2026.03

36.67

0.974

0.484

0.284

0.943

28.39

RLU

2026.03

36.67

0.946

0.492

0.191

0.901

39.83

NMF-RI

2026.03

36.64

0.971

0.485

0.235

0.941

29.41

NNLU

2026.03

35.41

0.933

0.916

0.206

0.863

43.96

HyU

2026.03

33.34

0.939

0.469

0.344

0.88

28.97

NMF-RI

2026.03

32.68

0.936

0.46

0.318

0.862

24.68

RLU

2026.03

32.66

0.905

0.48

0.205

0.755

56.95

HyU

2026.03

32.5

0.928

0.003

0.37

0.873

20.46

LU

2026.03

32.34

0.932

0.449

0.431

0.862

21.08

NNLU

2026.03

32.16

0.9

0.001

0.189

0.733

86.79

RLU

2026.03

32.02

0.895

0.477

0.242

0.746

45.77

RLU

2026.03

31.96

0.899

0.239

0.734

42.54

NMF-RI

2026.03

31.7

0.916

0.454

0.364

0.83

17.75

NNLU

2026.03

31.53

0.891

0.895

0.219

0.725

61.43

NNLU

2026.03

31.52

0.894

0.9

0.201

0.708

72.72

LU

2026.03

31.44

0.917

0.439

0.484

0.852

14.53

HyU

2026.03

31.35

0.922

0.446

0.445

0.812

19

NMF-RI

2026.03

30.79

0.914

0.006

0.404

0.801

16

LU

2026.03

30.36

0.908

0.409

0.526

0.786

12.87

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

Evaluation Results