Non-uniform sampling photoacoustic microscope system based on low rank matrix completion

Ting Liu; Mingjian Sun; Naizhang Feng; Yi Shen; Wenlei Pan; Miao Zhang

doi:10.1109/I2MTC.2016.7520545

Non-uniform sampling photoacoustic microscope system based on low rank matrix completion

Ting Liu
, Mingjian Sun
, Naizhang Feng
, Yi Shen
, Wenlei Pan
, Miao Zhang

Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

As an innovative optical absorption microscopy technology, Photoacoustic Microscopy (PAM) can provide high-sensitivity and high-resolution image of tissue samples in vivo. For the conventional scanning PAM system, intensive spatial sampling is required to obtain higher-resolution images result in a long acquisition time and high-cost system. Thus, a new PAM data acquisition and image recovery method, called non-uniform sampling PAM based on low rank matrix completion, is proposed in this paper to make low sampling rate and high-resolution PAM image possible. In the system, a non-uniform sampling scheme is utilized to dramatically decrease the total sampling points while keep a relatively high resolution. Besides, the corresponding image recovery problem is perfectly solved by low rank matrix completion. Both numerical and experimental results from real PAM system have shown the effectiveness of the proposed method.

Original language	English
Title of host publication	I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference
Subtitle of host publication	Measuring the Pulse of Industries, Nature and Humans, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781467392204
DOIs	https://doi.org/10.1109/I2MTC.2016.7520545
State	Published - 22 Jul 2016
Event	2016 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2016 - Taipei, Taiwan, Province of China Duration: 23 May 2016 → 26 May 2016

Publication series

Name	Conference Record - IEEE Instrumentation and Measurement Technology Conference
Volume	2016-July
ISSN (Print)	1091-5281

Conference

Conference	2016 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2016
Country/Territory	Taiwan, Province of China
City	Taipei
Period	23/05/16 → 26/05/16

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Breast Cancer Detection
Low Rank Matrix Completion
Non-uniform Sampling
Photoacoustic Microscopy

Access to Document

10.1109/I2MTC.2016.7520545

Cite this

Liu, T., Sun, M., Feng, N., Shen, Y., Pan, W., & Zhang, M. (2016). Non-uniform sampling photoacoustic microscope system based on low rank matrix completion. In I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference: Measuring the Pulse of Industries, Nature and Humans, Proceedings Article 7520545 (Conference Record - IEEE Instrumentation and Measurement Technology Conference; Vol. 2016-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/I2MTC.2016.7520545

Liu, Ting ; Sun, Mingjian ; Feng, Naizhang et al. / Non-uniform sampling photoacoustic microscope system based on low rank matrix completion. I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference: Measuring the Pulse of Industries, Nature and Humans, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2016. (Conference Record - IEEE Instrumentation and Measurement Technology Conference).

@inproceedings{ea5dba20c26e4e12a2d53898d26b5073,

title = "Non-uniform sampling photoacoustic microscope system based on low rank matrix completion",

abstract = "As an innovative optical absorption microscopy technology, Photoacoustic Microscopy (PAM) can provide high-sensitivity and high-resolution image of tissue samples in vivo. For the conventional scanning PAM system, intensive spatial sampling is required to obtain higher-resolution images result in a long acquisition time and high-cost system. Thus, a new PAM data acquisition and image recovery method, called non-uniform sampling PAM based on low rank matrix completion, is proposed in this paper to make low sampling rate and high-resolution PAM image possible. In the system, a non-uniform sampling scheme is utilized to dramatically decrease the total sampling points while keep a relatively high resolution. Besides, the corresponding image recovery problem is perfectly solved by low rank matrix completion. Both numerical and experimental results from real PAM system have shown the effectiveness of the proposed method.",

keywords = "Breast Cancer Detection, Low Rank Matrix Completion, Non-uniform Sampling, Photoacoustic Microscopy",

author = "Ting Liu and Mingjian Sun and Naizhang Feng and Yi Shen and Wenlei Pan and Miao Zhang",

note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 2016 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2016 ; Conference date: 23-05-2016 Through 26-05-2016",

year = "2016",

month = jul,

day = "22",

doi = "10.1109/I2MTC.2016.7520545",

language = "英语",

series = "Conference Record - IEEE Instrumentation and Measurement Technology Conference",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference",

address = "美国",

}

Liu, T, Sun, M, Feng, N, Shen, Y, Pan, W & Zhang, M 2016, Non-uniform sampling photoacoustic microscope system based on low rank matrix completion. in I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference: Measuring the Pulse of Industries, Nature and Humans, Proceedings., 7520545, Conference Record - IEEE Instrumentation and Measurement Technology Conference, vol. 2016-July, Institute of Electrical and Electronics Engineers Inc., 2016 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2016, Taipei, Taiwan, Province of China, 23/05/16. https://doi.org/10.1109/I2MTC.2016.7520545

Non-uniform sampling photoacoustic microscope system based on low rank matrix completion. / Liu, Ting; Sun, Mingjian; Feng, Naizhang et al.
I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference: Measuring the Pulse of Industries, Nature and Humans, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2016. 7520545 (Conference Record - IEEE Instrumentation and Measurement Technology Conference; Vol. 2016-July).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Non-uniform sampling photoacoustic microscope system based on low rank matrix completion

AU - Liu, Ting

AU - Sun, Mingjian

AU - Feng, Naizhang

AU - Shen, Yi

AU - Pan, Wenlei

AU - Zhang, Miao

PY - 2016/7/22

Y1 - 2016/7/22

N2 - As an innovative optical absorption microscopy technology, Photoacoustic Microscopy (PAM) can provide high-sensitivity and high-resolution image of tissue samples in vivo. For the conventional scanning PAM system, intensive spatial sampling is required to obtain higher-resolution images result in a long acquisition time and high-cost system. Thus, a new PAM data acquisition and image recovery method, called non-uniform sampling PAM based on low rank matrix completion, is proposed in this paper to make low sampling rate and high-resolution PAM image possible. In the system, a non-uniform sampling scheme is utilized to dramatically decrease the total sampling points while keep a relatively high resolution. Besides, the corresponding image recovery problem is perfectly solved by low rank matrix completion. Both numerical and experimental results from real PAM system have shown the effectiveness of the proposed method.

AB - As an innovative optical absorption microscopy technology, Photoacoustic Microscopy (PAM) can provide high-sensitivity and high-resolution image of tissue samples in vivo. For the conventional scanning PAM system, intensive spatial sampling is required to obtain higher-resolution images result in a long acquisition time and high-cost system. Thus, a new PAM data acquisition and image recovery method, called non-uniform sampling PAM based on low rank matrix completion, is proposed in this paper to make low sampling rate and high-resolution PAM image possible. In the system, a non-uniform sampling scheme is utilized to dramatically decrease the total sampling points while keep a relatively high resolution. Besides, the corresponding image recovery problem is perfectly solved by low rank matrix completion. Both numerical and experimental results from real PAM system have shown the effectiveness of the proposed method.

KW - Breast Cancer Detection

KW - Low Rank Matrix Completion

KW - Non-uniform Sampling

KW - Photoacoustic Microscopy

UR - https://www.scopus.com/pages/publications/84980378056

U2 - 10.1109/I2MTC.2016.7520545

DO - 10.1109/I2MTC.2016.7520545

M3 - 会议稿件

AN - SCOPUS:84980378056

T3 - Conference Record - IEEE Instrumentation and Measurement Technology Conference

BT - I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2016 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2016

Y2 - 23 May 2016 through 26 May 2016

ER -

Liu T, Sun M, Feng N, Shen Y, Pan W, Zhang M. Non-uniform sampling photoacoustic microscope system based on low rank matrix completion. In I2MTC 2016 - 2016 IEEE International Instrumentation and Measurement Technology Conference: Measuring the Pulse of Industries, Nature and Humans, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2016. 7520545. (Conference Record - IEEE Instrumentation and Measurement Technology Conference). doi: 10.1109/I2MTC.2016.7520545

Non-uniform sampling photoacoustic microscope system based on low rank matrix completion

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

Other files and links

Fingerprint

Cite this