Review on One-Bit Compressive Sensing and its Biomedical Applications

被引：0

作者：

Han, Xiao ^{[1
,2
]}

Yang, Haiyan ^{[1
,2
]}

Huang, Xiaolin ^{[1
,2
]}

机构：

[1] Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai 200240, Peoples R China

[2] MOE Key Lab Syst Control & Informat Proc, Shanghai 200240, Peoples R China

来源：

2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP) | 2018年

基金：

中国国家自然科学基金;

关键词：

one-bit compressive sensing; Mixed One-bit Compressive Sensing; reconstruction algorithm; VARIABLE SELECTION; ART;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

As a specific class of compressive sensing, one bit compressive sensing can use sign measurements (one-bit information) to recover sparse signals. One-bit information can be sampled in a very high rate with a relatively low cost. The progress of 1bit-CS, including models, algorithms, and applications, is reviewed in this paper. Additionally, mixed One bit compressive sensing, which can deal with analog and sign measurements simultaneously, is introduced together with an experiment on computed tomography for a phantom.

引用

页数：5

共 46 条

[1] One-bit compressed sensing with non-Gaussian measurements [J].

Ai, Albert ;

Lapanowski, Alex ;

Plan, Yaniv ;

Vershynin, Roman .

LINEAR ALGEBRA AND ITS APPLICATIONS, 2014, 441 :222-239

[2]

Alberti G., 2002, IEE P F RADAR SIGNAL, V138, P438, DOI DOI 10.1049/ip-f-2.1991.0057

[3] SIMULTANEOUS ALGEBRAIC RECONSTRUCTION TECHNIQUE (SART) - A SUPERIOR IMPLEMENTATION OF THE ART ALGORITHM [J].

ANDERSEN, AH ;

KAK, AC .

ULTRASONIC IMAGING, 1984, 6 (01) :81-94

[4]

Bajwa W, 2006, IPSN 2006: THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS, P134

[5] Iterative hard thresholding for compressed sensing [J].

Blumensath, Thomas ;

Davies, Mike E. .

APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2009, 27 (03) :265-274

[6]

Boufounos Petros T., 2009, 2009 43rd Asilomar Conference on Signals, Systems and Computers, P1305, DOI 10.1109/ACSSC.2009.5469926

[7] 1-bit compressive sensing [J].

Boufounos, Petros T. ;

Baraniuk, Richard G. .

2008 42ND ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS, VOLS 1-3, 2008, :16-21

[8] RECONSTRUCTION OF SPARSE SIGNALS FROM DISTORTED RANDOMIZED MEASUREMENTS [J].

Boufounos, Petros T. .

2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, :3998-4001

[9] The restricted isometry property and its implications for compressed sensing [J].

Candes, Emmanuel J. .

COMPTES RENDUS MATHEMATIQUE, 2008, 346 (9-10) :589-592

[10] Stable signal recovery from incomplete and inaccurate measurements [J].

Candes, Emmanuel J. ;

Romberg, Justin K. ;

Tao, Terence .

COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2006, 59 (08) :1207-1223

← 1 2 3 4 5 →