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Blind Source Separation of Different Retinal Pulsatile Patterns from Simultaneous Long-term Binocular Ophthalmoscopic Video-records
- Source :
- EMBC
- Publication Year :
- 2020
-
Abstract
- Optical imaging of retinal hemodynamic function is an important part of ophthalmologic research. Development and inventing of imaging devices and data analysis methods are both just in progress. The current study innovatively implements two blind source separation (BSS) techniques (i.e. spatial Principal Component Analysis – sPCA; and spatial Independent Component Analysis – sICA) in application of an automatic detection and segmentation of a distinct Optic Disc (OD) areas with different hemodynamic properties from a simultaneous binocular video-ophthalmoscopic records. Both methods detected 3 different spatial patterns mostly symmetric over both eyes stable and reproducible over investigated participants, i.e. central Spontaneous Vessel Pulsations (SVPs), inner OD intensity pulsations and other OD pulsations. Dynamics of all mentioned patterns has a periodic character with similar main frequency (possibly corresponding to subject-specific heart rate) but shifted phase decreasing patterns’ mutual high cross-correlations. The sICA estimates a higher rate of phase shifts than sPCA.
- Subjects :
- Computer science
Optic Disk
Phase (waves)
Optic disk
Video Recording
Blind signal separation
Retina
Ophthalmoscopy
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
medicine
Humans
Segmentation
medicine.diagnostic_test
business.industry
Ophthalmoscopes
Pattern recognition
Retinal
Intensity (physics)
medicine.anatomical_structure
chemistry
Principal component analysis
030221 ophthalmology & optometry
Artificial intelligence
business
030217 neurology & neurosurgery
Optic disc
Subjects
Details
- ISSN :
- 26940604
- Volume :
- 2019
- Database :
- OpenAIRE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Accession number :
- edsair.doi.dedup.....22a25ff160330b92a58a06dcc27b7e67