Structure tensor based automated detection of macular edema and central serous retinopathy using optical coherence tomography images

Journal of the Optical Society of America A: Optics and Image Science, and Vision

Volumn 33, Issue 4, 2016, Pages 455-463

  Hassan, Bilal ^a   Raja, Gulistan ^a   Hassan, Taimur ^b   Akram, M Usman ^c  

^a UNIVERSITY OF ENGINEERING AND TECHNOLOGY   (Pakistan)

^b BAHRIA UNIVERSITY   (Pakistan)

^c NATIONAL UNIVERSITY OF SCIENCES AND TECHNOLOGY   (Pakistan)

Author keywords

[No Author keywords available]

Indexed keywords

EYE PROTECTION; IMAGE CLASSIFICATION; IMAGE PROCESSING; OPHTHALMOLOGY; SUPPORT VECTOR MACHINES; TIME DOMAIN ANALYSIS; TOMOGRAPHY;

AUTOMATED DETECTION; AUTOMATED METHODS; CLINICAL STUDY; LABELED IMAGES; MACULAR DISEASE; STRUCTURE TENSORS; THICKNESS PROFILES; TIME DOMAIN OCT;

OPTICAL TOMOGRAPHY;

ADULT; ALGORITHM; AUTOMATION; CASE CONTROL STUDY; CENTRAL SEROUS RETINOPATHY; DIAGNOSTIC IMAGING; FEMALE; HUMAN; IMAGE PROCESSING; MACULAR EDEMA; MALE; OPTICAL COHERENCE TOMOGRAPHY; PROCEDURES;

ADULT; ALGORITHMS; AUTOMATION; CASE-CONTROL STUDIES; CENTRAL SEROUS CHORIORETINOPATHY; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MACULAR EDEMA; MALE; TOMOGRAPHY, OPTICAL COHERENCE;

EID: 84964022180     PISSN: 10847529     EISSN: 15208532     Source Type: Journal    
DOI: 10.1364/JOSAA.33.000455     Document Type: Article

References (28)

1. Z. H. Awan, P. S. Mahar, and M. S. Memon, "Blindness and poverty," Pakistan J. Ophthalmol. 27, 165-170 (2011).
2. A. Khan, Q. Riaz, F. Soomro, U. Qidwai, and U. Qazi, "Frequency and patterns of eye diseases in retina clinic of a tertiary care hospital in Karachi," Pakistan J. Ophthalmol. 27, 155-159 (2011).
3. F. E. Hirai, M. D. Knudtson, B. E. K. Klein, and R. Klein, "Clinically significant macular edema and survival in type 1 and type 2 diabetes," Am. J. Ophthalmol. 145, 700-706 (2008).
4. Y. J. S. Latha, C. Madhavi, and M. A. Kumar, "Visual outcome of central serous retinopathy," Int. J. Res. Med. Sci. 3, 1885-1888 (2015).
5. B. Nicholson, J. Noble, F. Forooghian, and C. Meyerle, "Central serous chorioretinopathy: update on pathophysiology and treatment," Surv. Ophthalmol. 58, 103-126 (2013).
6. T. Hassan, M. U. Akram, B. Hassan, A. Nasim, and S. A. Bazaz, "Review of OCT and fundus images for detecting macular edema," in IEEE 12th International Conference on Imaging Systems, Macau, China, September 2015.
7. P. J. Saine, "Focusing the fundus camera: a clinical approach," J. Opthalmic Photography 14, 7-24 (1992).
8. R. Z. Hannouche and M. P. Ávila, "Detection of diabetic foveal edema with bio microscopy, fluorescein angiography and optical coherence tomography," Arquivos Brasileiros deOftalmologia 71, 759-763 (2008).
9. A. Shrestha, N. Maharjan, A. Shrestha, R. Thapa, and G. Poudyal, "Optical coherence tomographic assessment of macular thickness and morphological patterns in diabetic macular edema: prognosis after modified grid photocoagulation," Nepal J. Ophthalmol. 4, 128-133 (2012).
10. W. Zhang, K. Yamamoto, and S. Hori, "Optical coherence tomography for assessment of diabetic macular edema," Int. J. Ophthalmol 1, 370-373 (2008).
11. D. Ferrara, K. J. Mohler, N. Waheed, M. Adhi, J. J. Liu, I. Grulkowski, M. F. Kraus, C. Baumal, J. Hornegger, J. G. Fujimoto, and J. S. Duker, "En face enhanced-depth swept-source optical coherence tomography features of chronic central serous chorioretinopathy," Am. Acad. Ophthalmol. 121, 719-726 (2014).
12. J. S. Wani, P. A. Bhat, A. Ahangar, and S. Ismail, "Role of optical coherence tomography in central serous chorioretinopathy," J. Evol. Med. Dent. Sci. 4, 7801-7809 (2015).
13. M. Y. Teke, U. Elgin, P. N. Yuksekkaya, E. Sen, P. Ozdal, and F. Ozturk, "Comparison of autofluorescence and optical coherence tomography findings in acute and chronic central serous chorioretinopathy," Int. J. Ophthalmol. 7, 350-354 (2014).
14. L. Zhang, W. Zhu, F. Shi, H. Chen, and X. Chen, "Automated segmentation of intraretinal cystoid macular edema for retinal 3D OCT images with macular hole," in IEEE 12th International Symposium on Biomedical Imaging (IEEE, 2015), Vol. 12, pp. 1494-1497.
15. G. R. Wilkins, O. M. Houghton, and A. L. Oldenburg, "Automated segmentation of intraretinal cystoid fluid in optical coherence tomography," IEEE Trans. Biomed. Eng. 59, 1109-1114 (2012).
16. J. Sugmk, S. Kiattisin, and A. L. Lasantitham, "Automated classification between age-related macular degeneration and diabetic macular edema in OCT image using image segmentation," in 7th International Conference on Biomedical Engineering (IEEE, 2014), pp. 1-4.
17. S. Sahar, S. Ayaz, M. U. Akram, and I. Basit, "A case study approach: iterative prototyping model based detection of macular edema in retinal OCT images," in International Conference on Software Engineering & Knowledge Engineering (Knowledge Systems Institute, 2015).
18. P. P. Srinivasan, L. A. Kim, P. S. Mettu, S. W. Cousins, G. M. Comer, J. A. Izatt, and S. Farsiu, "Fully automated detection of diabetic macular edema and dry age-related macular degeneration from optical coherence tomography images," Biomed. Opt. Express 5, 3568-3577 (2014).
19. S. Y. Lee, P. F. Stetson, H. Ruiz-Garcia, F. M. Heussen, and S. R. Sadda, "Automated characterization of pigment epithelial detachment by optical coherence tomography," Invest. Ophthalmol. Visual Sci. 53, 164-170 (2012).
20. D. Cabrera Fernández, H. M. Salinas, and C. A. Puliafito, "Automated detection of retinal layer structures on optical coherence tomography images," Opt. Express 13, 10200-10216 (2005).
21. D. Cabrera Fernández and H. M. Salinas, "Extracting subretinal layers on stratus OCT images via a structure tensor approach combined with a nonlinear diffusion process," Invest. Ophthalmol. Visual Sci. 46 (2005).
22. J. Bigun and G. Granlund, "Optimal orientation detection of linear symmetry," Technical Report LiTH-ISY-I-0828 (Linkoping University, 1986).
23. J. S. Lim, "Image restoration," in Two-Dimensional Signal and Image Processing (Prentice-Hall, 1990), pp. 536-540.
24. H. Knutsson, "Representing local structure using tensors," in Proceedings of 6th Scandinavian Conference on Image Analysis (Oulu University, 1989), pp. 244-251.
25. M. Sezgin and B. Sankur, "Survey over image thresholding techniques and quantitative performance evaluation," J. Electron. Imaging 13, 146-165 (2004).
26. J. Canny, "A computational approach to edge detection," IEEE Trans. Pattern Anal. Mach. Intell. PAMI-8, 679-698 (1986).
27. R. E. Fan, K. W. Chang, C. J. Hsieh, X. R. Wang, and C. J. Lin, "LIBLINEAR: a library for large linear classification," J. Mach. Learn. Res. 9, 1871-1874 (2008).
28. T. Hassan, M. U. Akram, B. Hassan, A. M. Syed, and S. A. Bazaz, "Automated segmentation of subretinal layers for the detection of macular edema," Appl. Opt. 55, 454-461 (2016).