Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration

E. S. Barriga; V. Murray; C. Agurto; M. S. Pattichis; S. Russell; M. D. Abramoff; H. Davis; P. Soliz

doi:10.1109/CBMS.2009.5255398

Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration

E. S. Barriga
, V. Murray
, C. Agurto
, M. S. Pattichis
, S. Russell
, M. D. Abramoff
, H. Davis
, P. Soliz

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

24 Scopus citations

Abstract

Age-related macular degeneration (AMD) is the most common cause of visual loss in the United States and is a growing public health problem. The presence and severity of AMD in current epidemiological studies is detected by the grading of color stereoscopic fundus photographs. The purpose of this study was to show that a mathematical technique, amplitude-modulation frequency modulation (AM-FM) can be used to generate multi-scale features for classifying pathological structures, such as drusen, on a retinal image. AM-FM features were calculated for N=120 40×40 regions from 5 retinal images presenting with age-related macular degeneration. The results show that with this technique, drusen can be differenced from normal retinal structures by more than three standard deviations using the AM-FM histograms. In addition, by using different color spaces highly accurate classification of structures of the retina is achieved. These results are the first step in the development of an automated AMD grading system.

Original language	English
Title of host publication	2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009
DOIs	https://doi.org/10.1109/CBMS.2009.5255398
State	Published - 2009
Externally published	Yes
Event	2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009 - Albuquerque, NM, United States Duration: 2 Aug 2009 → 5 Aug 2009

Publication series

Name	Proceedings - IEEE Symposium on Computer-Based Medical Systems
ISSN (Print)	1063-7125

Conference

Conference	2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009
Country/Territory	United States
City	Albuquerque, NM
Period	2/08/09 → 5/08/09

UN SDGs

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

SDG 3 Good Health and Well-being

Keywords

AM-FM
Macular Degeneration

Access to Document

10.1109/CBMS.2009.5255398

Cite this

Barriga, E. S., Murray, V., Agurto, C., Pattichis, M. S., Russell, S., Abramoff, M. D., Davis, H., & Soliz, P. (2009). Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration. In 2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009 Article 5255398 (Proceedings - IEEE Symposium on Computer-Based Medical Systems). https://doi.org/10.1109/CBMS.2009.5255398

@inproceedings{740b9a3a71074145ba5153aadd9b190a,

title = "Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration",

abstract = "Age-related macular degeneration (AMD) is the most common cause of visual loss in the United States and is a growing public health problem. The presence and severity of AMD in current epidemiological studies is detected by the grading of color stereoscopic fundus photographs. The purpose of this study was to show that a mathematical technique, amplitude-modulation frequency modulation (AM-FM) can be used to generate multi-scale features for classifying pathological structures, such as drusen, on a retinal image. AM-FM features were calculated for N=120 40×40 regions from 5 retinal images presenting with age-related macular degeneration. The results show that with this technique, drusen can be differenced from normal retinal structures by more than three standard deviations using the AM-FM histograms. In addition, by using different color spaces highly accurate classification of structures of the retina is achieved. These results are the first step in the development of an automated AMD grading system.",

keywords = "AM-FM, Macular Degeneration",

author = "Barriga, \{E. S.\} and V. Murray and C. Agurto and Pattichis, \{M. S.\} and S. Russell and Abramoff, \{M. D.\} and H. Davis and P. Soliz",

year = "2009",

doi = "10.1109/CBMS.2009.5255398",

language = "English",

isbn = "9781424448784",

series = "Proceedings - IEEE Symposium on Computer-Based Medical Systems",

booktitle = "2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009",

note = "2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009 ; Conference date: 02-08-2009 Through 05-08-2009",

}

Barriga, ES, Murray, V, Agurto, C, Pattichis, MS, Russell, S, Abramoff, MD, Davis, H & Soliz, P 2009, Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration. in 2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009., 5255398, Proceedings - IEEE Symposium on Computer-Based Medical Systems, 2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009, Albuquerque, NM, United States, 2/08/09. https://doi.org/10.1109/CBMS.2009.5255398

Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration. / Barriga, E. S.; Murray, V.; Agurto, C. et al.
2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009. 2009. 5255398 (Proceedings - IEEE Symposium on Computer-Based Medical Systems).

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

TY - GEN

T1 - Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration

AU - Barriga, E. S.

AU - Murray, V.

AU - Agurto, C.

AU - Pattichis, M. S.

AU - Russell, S.

AU - Abramoff, M. D.

AU - Davis, H.

AU - Soliz, P.

PY - 2009

Y1 - 2009

N2 - Age-related macular degeneration (AMD) is the most common cause of visual loss in the United States and is a growing public health problem. The presence and severity of AMD in current epidemiological studies is detected by the grading of color stereoscopic fundus photographs. The purpose of this study was to show that a mathematical technique, amplitude-modulation frequency modulation (AM-FM) can be used to generate multi-scale features for classifying pathological structures, such as drusen, on a retinal image. AM-FM features were calculated for N=120 40×40 regions from 5 retinal images presenting with age-related macular degeneration. The results show that with this technique, drusen can be differenced from normal retinal structures by more than three standard deviations using the AM-FM histograms. In addition, by using different color spaces highly accurate classification of structures of the retina is achieved. These results are the first step in the development of an automated AMD grading system.

AB - Age-related macular degeneration (AMD) is the most common cause of visual loss in the United States and is a growing public health problem. The presence and severity of AMD in current epidemiological studies is detected by the grading of color stereoscopic fundus photographs. The purpose of this study was to show that a mathematical technique, amplitude-modulation frequency modulation (AM-FM) can be used to generate multi-scale features for classifying pathological structures, such as drusen, on a retinal image. AM-FM features were calculated for N=120 40×40 regions from 5 retinal images presenting with age-related macular degeneration. The results show that with this technique, drusen can be differenced from normal retinal structures by more than three standard deviations using the AM-FM histograms. In addition, by using different color spaces highly accurate classification of structures of the retina is achieved. These results are the first step in the development of an automated AMD grading system.

KW - AM-FM

KW - Macular Degeneration

UR - https://www.scopus.com/pages/publications/70449637865

U2 - 10.1109/CBMS.2009.5255398

DO - 10.1109/CBMS.2009.5255398

M3 - Conference contribution

AN - SCOPUS:70449637865

SN - 9781424448784

T3 - Proceedings - IEEE Symposium on Computer-Based Medical Systems

BT - 2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009

T2 - 2009 22nd IEEE International Symposium on Computer-Based Medical Systems, CBMS 2009

Y2 - 2 August 2009 through 5 August 2009

ER -

Multi-scale AM-FM for lesion phenotyping on age-related macular degeneration

Abstract

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Conference

UN SDGs

Keywords

Access to Document

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