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Table 16 The algorithms require less than 1 s calculation time

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

Group

Abbreviation

Algorithm name

LRR

ADM

Alternating direction method

LRR

LADMAP

Linearized ADM with adaptive penalty

LRR

FastLADMAP

Fast LADMAP

LRR

ROSL

Robust orthonormal subspace learning

MC

GROUSE

Grassmannian rank-one update subspace estimation

MC

LMaFit

Low-rank matrix fitting

MC

LRGeomCG

Low-rank matrix completion by Riemannian optimization

NMF

nmfLS2

Nonnegative matrix factorization with sparse matrix

NMF

Semi-NMF

Semi-nonnegative matrix factorization

NMF

Deep-semi-NMF

deep semi-nonnegative matrix factorization

RPCA

FPCP

Fast PCP

RPCA

L1F

L1 filtering

RPCA

noncvxRPCA

Robust PCA via nonconvex rank approximation

RPCA

VBRPCA

Variational Bayesian RPCA

RPCA

GoDec

Go decomposition

RPCA

GreGoDec

Greedy semi-soft GoDec algorithm

TD

Tucker-ADAL

Tucker decomposition solved by ADAL

TD

Tucker-ALS

Tucker decomposition solved by ALS