Method and system for assigning a confidence metric for automated determination of optic disc location
Abstract
A method for assigning a confidence metric for automated determination of optic disc location that includes analyzing a retinal image and determining at least two sets of coordinates locating an optic disc in the retinal image. The sets of coordinates can be determined using first and second image analysis techniques that are different from one another. An accuracy parameter can be calculated and compared to a primary risk cut-off value. A high confidence level can be assigned to the retinal image if the accuracy parameter is less than the primary risk cut-off value and a low confidence level can be assigned to the retinal image if the accuracy parameter is greater than the primary risk cut-off value. The primary risk cut-off value being selected to represent an acceptable risk of misdiagnosis of a disease having retinal manifestations by the automated technique.
- Inventors:
-
- Knoxville, TN
- (Harriman, TN)
- Memphis, TN
- Issue Date:
- Research Org.:
- UT-Battelle LLC/ORNL, Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1069081
- Patent Number(s):
- 8218838
- Application Number:
- 12/263,876
- Assignee:
- UT-Battelle, LLC (Oak Ridge, TN)
- Patent Classifications (CPCs):
-
G - PHYSICS G06 - COMPUTING G06T - IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
G - PHYSICS G16 - INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS G16H - HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
- DOE Contract Number:
- AC05-00OR22725
- Resource Type:
- Patent
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 60 APPLIED LIFE SCIENCES
Citation Formats
Karnowski, Thomas P, Tobin, Jr., Kenneth W., Muthusamy Govindasamy, Vijaya Priya, and Chaum, Edward. Method and system for assigning a confidence metric for automated determination of optic disc location. United States: N. p., 2012.
Web.
Karnowski, Thomas P, Tobin, Jr., Kenneth W., Muthusamy Govindasamy, Vijaya Priya, & Chaum, Edward. Method and system for assigning a confidence metric for automated determination of optic disc location. United States.
Karnowski, Thomas P, Tobin, Jr., Kenneth W., Muthusamy Govindasamy, Vijaya Priya, and Chaum, Edward. Tue .
"Method and system for assigning a confidence metric for automated determination of optic disc location". United States. https://www.osti.gov/servlets/purl/1069081.
@article{osti_1069081,
title = {Method and system for assigning a confidence metric for automated determination of optic disc location},
author = {Karnowski, Thomas P and Tobin, Jr., Kenneth W. and Muthusamy Govindasamy, Vijaya Priya and Chaum, Edward},
abstractNote = {A method for assigning a confidence metric for automated determination of optic disc location that includes analyzing a retinal image and determining at least two sets of coordinates locating an optic disc in the retinal image. The sets of coordinates can be determined using first and second image analysis techniques that are different from one another. An accuracy parameter can be calculated and compared to a primary risk cut-off value. A high confidence level can be assigned to the retinal image if the accuracy parameter is less than the primary risk cut-off value and a low confidence level can be assigned to the retinal image if the accuracy parameter is greater than the primary risk cut-off value. The primary risk cut-off value being selected to represent an acceptable risk of misdiagnosis of a disease having retinal manifestations by the automated technique.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {Tue Jul 10 00:00:00 EDT 2012},
month = {Tue Jul 10 00:00:00 EDT 2012}
}
Works referenced in this record:
Automated diagnosis and image understanding with object extraction, object classification, and inferencing in retinal images
conference, January 1996
- Goldbaum, M.; Moezzi, S.; Taylor, A.
- Proceedings of 3rd IEEE International Conference on Image Processing
Detection of Optic Disc in Retinal Images by Means of a Geometrical Model of Vessel Structure
journal, October 2004
- Foracchia, M.; Grisan, E.; Ruggeri, A.
- IEEE Transactions on Medical Imaging, Vol. 23, Issue 10
Detection of Anatomic Structures in Human Retinal Imagery
journal, December 2007
- Tobin, K. W.; Chaum, E.; Govindasamy, V. P.
- IEEE Transactions on Medical Imaging, Vol. 26, Issue 12
Automatic location of optic disk in retinal images
conference, October 2001
- Li, Huiqi; Chutatape, O.
- Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205)
Locating the Optic Nerve in Retinal Images: Comparing Model-Based and Bayesian Decision Methods
conference, August 2006
- Karnowski, Thomas P.; Govindasamy, V. Priya; Tobin, Kenneth W.
- Conference Proceedings. Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2006 International Conference of the IEEE Engineering in Medicine and Biology Society
Characterization of the optic disc in retinal imagery using a probabilistic approach
conference, March 2006
- Tobin, Jr., Kenneth W.; Chaum, Edward; Govindasamy, V. P.
- Medical Imaging, SPIE Proceedings
The automatic detection of the optic disc location in retinal images using optic disc location regression
conference, August 2006
- Abramoff, Michael D.; Niemeijer, Meindert
- Conference Proceedings. Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2006 International Conference of the IEEE Engineering in Medicine and Biology Society
Locating the optic nerve in a retinal image using the fuzzy convergence of the blood vessels
journal, August 2003
- Hoover, A.; Goldbaum, M.
- IEEE Transactions on Medical Imaging, Vol. 22, Issue 8
Locating the Optic Disc in Retinal Images
conference, January 2006
- Mira Park, Jesse S. Jin
- International Conference on Computer Graphics, Imaging and Visualisation (CGIV'06)
Content-based retrieval of ophthalmological images
conference, January 1996
- Gupta, A.; Moezzi, S.; Taylor, A.
- Proceedings of 3rd IEEE International Conference on Image Processing
