Automated stromal nerve rejection in corneal confocal images in vivo

Eric N. Brown; Jon J. Camp; Sanjay V. Patel; Jay W. McLaren; William M. Bourne; Richard A. Robb

doi:10.1117/12.387625

6 June 2000 Automated stromal nerve rejection in corneal confocal images in vivo

Eric N. Brown, Jon J. Camp, Sanjay V. Patel, Jay W. McLaren, William M. Bourne, Richard A. Robb

Proceedings Volume 3979, Medical Imaging 2000: Image Processing; (2000) https://doi.org/10.1117/12.387625
Event: Medical Imaging 2000, 2000, San Diego, CA, United States

Abstract

With the advent of corneal confocal microscopy, investigators can determine keratocyte density in the corneal stroma in vivo. We and others have written automated algorithms to measure keratocyte density from human corneal confocal images. Such algorithms are only accurate if they exclude images of stromal nerve bundles (elongated objects) that would otherwise be counted as keratocytes. In this study we devised an algorithm to identify stromal nerve bundles and exclude them from measurements of keratocyte density. Nerve bundles were detected based on their size and aspect ratio, and were then subtracted from images by using a combination of morphology operations and direction calculations. The validity of nerve removal on measurements of keratocyte density was assessed. Keratocyte density was measured from confocal images of three normal human corneas in vivo by using our algorithm with nerve removal. After the same eyes underwent enucleation, density was measured manually from histologic sections. Keratocyte density was also measured from confocal images of 57 normal corneas in vivo (57 subjects) with and without nerve removal. In the three enucleated eyes, there was no significant difference between keratocyte density measured by automated counting with nerve removal and by histologic methods (P equals 0.75). However, in the 57 normal corneas, use of the nerve-removal algorithm reduced estimates of density by 57.0 +/- 164.6 cells/mm³ (mean +/- SD, p < 0.038) in the anterior two-thirds of the stroma.

Citation Download Citation

Eric N. Brown, Jon J. Camp, Sanjay V. Patel, Jay W. McLaren, William M. Bourne, and Richard A. Robb "Automated stromal nerve rejection in corneal confocal images in vivo", Proc. SPIE 3979, Medical Imaging 2000: Image Processing, (6 June 2000); https://doi.org/10.1117/12.387625

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