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Table 4 The algorithms with good results on complex envelope simulation data

From: Clutter suppression in ultrasound: performance evaluation and review of low-rank and sparse matrix decomposition methods

Group

Abbreviation

Time

CNR

Group

Abbreviation

Time

CNR

    

TTD

3WD

5.061

0.079

    

RPCA

ALM

19.662

0.049

NMF

Deep-Semi-NMF

0.169

0.049

NMF

Deep-Semi-NMF

0.221

0.049

LRR

EALM

10.096

1.723

LRR

EALM

0.580

0.049

NMF

ENMF

42.921

0.049

NMF

ENMF

45.057

0.049

RPCA

flip-SPCP-max-QN

358

0.151

RPCA

flip-SPCP-max-QN

294

0.151

RPCA

flip-SPCP-sum-SPG

403

0.151

RPCA

flip-SPCP-sum-SPG

630

0.151

RPCA

FPCP*

0.138

0.154

RPCA

FPCP

0.181

0.049

RPCA

GoDec

0.116

0.049

RPCA

GoDec

0.127

0.049

RPCA

GreGoDec

0.396

0.049

RPCA

GreGoDec

0.430

0.092

TD

HoRPCA-S-NCX*

201

0.059

TD

HoRPCA-S-NCX*

210

0.059

TD

HoSVD

3.083

0.049

TD

HoSVD

3.074

0.049

    

LRR

IALM

3.999

0.049

MC

IALM-MC

10.481

0.051

MC

IALM-MC

10.784

0.051

NMF

iNMF

1.675

0.040

NMF

iNMF

1.916

0.040

    

RPCA

Lag-SPCP-QN*

77.200

0.176

    

RPCA

Lag-SPCP-SPG*

92.931

0.186

MC

LMaFit

0.512

0.071

MC

LMaFit

0.547

0.071

NMF

NeNMF

0.141

0.049

NMF

NeNMF

0.158

0.049

NMF

nmfLS2

0.512

0.049

NMF

nmfLS2

0.563

0.049

NMF

NMF-MU

3.206

0.049

NMF

NMF-MU

3.379

0.049

NMF

NMF-PG

0.431

0.049

NMF

NMF-PG

164

0.032

RPCA

noncvxRPCA

1.044

0.048

RPCA

noncvxRPCA

0.193

0.089

NMF

PNMF

24.802

0.048

NMF

PNMF

25.377

0.048

    

RPCA

R2PCP*

2.251

0.058

LRR

ROSL*

1.018

0.058

LRR

ROSL*

1.039

0.058

NMF

Semi-NMF

0.210

0.030

NMF

Semi-NMF

2.305

0.029

RPCA

SSGoDec

3.772

0.049

RPCA

SSGoDec

3.729

0.051

    

RPCA

TFOCS-EC

26.941

0.132

    

RPCA

TFOCS-IC

26.162

0.094

TD

Tucker-ADAL

10.290

0.049

TD

Tucker-ADAL

458

0.039

TD

Tucker-ALS

0.217

0.049

TD

Tucker-ALS

0.216

0.049

RPCA

VBRPCA

4.031

0.046

RPCA

VBRPCA

6.471

0.069

  1. The results on original data are listed in the left column and the results on processed data are listed in the right column. The algorithms with * give pure background. The algorithms are arranged in alphabetical order of abbreviations