Skip to main content

Table 2 Additional reconstruction results on different MR images with a pseudo-radial mask under different sample ratios

From: Compressed sensing MRI via fast linearized preconditioned alternating direction method of multipliers

Test image

Metric

Algorithm

Sampling ratio

0.1

0.2

0.3

0.4

0.5

Human brain1

SSIM

FADMM

0.4324

0.5741

0.7739

0.7794

0.8468

ALPADMM

0.7023

0.8810

0.9397

0.9714

0.9835

FLPADMM

0.6647

0.9512

0.9691

0.9854

0.9919

CPU time (s)

FADMM

2.8064

2.8258

2.9255

2.9367

3.0155

ALPADMM

4.2838

4.3129

4.3371

4.4753

4.4069

FLPADMM

4.2480

4.2847

4.3309

4.4369

4.3676

Human brain2

SSIM

FADMM

0.4602

0.5735

0.6748

0.7869

0.8608

ALPADMM

0.6803

0.8928

0.9535

0.9828

0.9909

FLPADMM

0.6460

0.9767

0.9874

0.9944

0.9972

CPU time (s)

FADMM

2.8830

2.8922

2.9648

3.0214

3.0325

ALPADMM

4.2863

4.5635

4.3734

4.5279

4.6064

FLPADMM

4.2239

4.3988

4.3313

4.4163

4.5621

Human spine

SSIM

FADMM

0.6269

0.7439

0.8288

0.8885

0.9276

ALPADMM

0.7531

0.8861

0.9373

0.9657

0.9801

FLPADMM

0.7677

0.9325

0.9630

0.9794

0.9887

CPU time (s)

FADMM

2.8823

2.8769

2.9891

3.2540

3.0932

ALPADMM

4.4947

6.2550

6.4025

6.4653

6.5581

FLPADMM

4.3113

4.4198

4.3130

4.3558

4.5122

  1. The CPU time and SSIM comparison among FADMM, ALPADMM, and the proposed FLPADMM