Texture analysis of retinal images to determine nerve fibre loss

The striations of the retinal nerve fiber layer can be recorded photographically. Severe loss of these fibers due to glaucoma can be identified, although this is more difficult with early and diffuse loss. To determine texture analysis is a useful analysis tool to measure nerve fiber loss, five normal and five eyes with glaucomatous nerve fiber loss were analyzed using texture estimator gray level run length matrix. Results show that a number of texture features were able to correctly identify nerve fiber layer loss with an accuracy of 80% to 90%. This study forms the basis for further work on a larger sample of subjects.

[1]  James F. Greenleaf,et al.  Use of gray value distribution of run lengths for texture analysis , 1990, Pattern Recognit. Lett..

[2]  R L Cooper,et al.  Fourier analysis of the nerve fiber layer by digital imaging techniques. , 1989, Ophthalmic surgery.

[3]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[4]  Mohan M. Trivedi,et al.  Segmentation of a high-resolution urban scene using texture operators , 1984, Comput. Vis. Graph. Image Process..

[5]  Richard O. Duda,et al.  Pattern classification and scene analysis , 1974, A Wiley-Interscience publication.

[6]  M. J. Noruésis,et al.  SPSS-X advanced statistics guide , 1985 .

[7]  R L Cooper,et al.  Blind registrations in Western Australia: a five-year study. , 1990, Australian and New Zealand journal of ophthalmology.

[8]  Mary M. Galloway,et al.  Texture analysis using gray level run lengths , 1974 .

[9]  K Yogesan,et al.  Entropy-based texture analysis of chromatin structure in advanced prostate cancer. , 1996, Cytometry.

[10]  A. Sommer,et al.  Clinically detectable nerve fiber atrophy precedes the onset of glaucomatous field loss. , 1991, Archives of ophthalmology.

[11]  N. J. Pressman Markovian analysis of cervical cell images. , 1976, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.