Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: Application to DME detections

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn 2016-October, Issue , 2016, Pages 1344-1347

  Alsaih, Khaled ^a   Lemaître, Guillaume ^a   Vall, Join Massich ^a   Rastgoo, Mojdeh ^a   Sidibé, Désiré ^a   Wong, Tien Y ^b   Lamoureux, Ecosse ^b   Milea, Dan ^b   Cheung, Carol Y ^b   Mériaudeau, Fabrice ^a,c  

^a UNIVERSITÉ BOURGOGNE FRANCHE COMTÉ   (France)

^b SINGAPORE EYE RESEARCH INSTITUTE   (Singapore)

^c DEPARTMENT OF CHEMICAL ENGINEERING   (Malaysia)

Author keywords

[No Author keywords available]

Indexed keywords

DIABETIC RETINOPATHY; DIAGNOSTIC IMAGING; FACTUAL DATABASE; HUMAN; IMAGE PROCESSING; MACULAR EDEMA; OPTICAL COHERENCE TOMOGRAPHY; PROCEDURES; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE;

DATABASES, FACTUAL; DIABETIC RETINOPATHY; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MACULAR EDEMA; SENSITIVITY AND SPECIFICITY; SUPPORT VECTOR MACHINE; TOMOGRAPHY, OPTICAL COHERENCE;

EID: 85009112298     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2016.7590956     Document Type: Conference Paper

References (21)

1. S. Sharma, A. Oliver-Hernandez, W. Liu, and J. Walt, "The impact of diabetic retinopathy on health-related quality of life, " Current Opinion in Ophtalmology, vol. 16, pp. 155-159, 2005.
2. S. Wild, G. Roglic, A. Green, R. Sicree, and H. King, "Global prevalence of diabetes estimates for the year 2000 and projections for 2030, " Diabetes care, vol. 27, no. 5, pp. 1047-1053, 2004.
3. Early Treatment Diabetic Retinopathy Study Group, "Photocoagulation for diabetic macular edema: early treatment diabetic retinopathy study report no 1, " JAMA Ophthalmology, vol. 103, no. 12, pp. 1796-1806, 1985.
4. T. C. Chen, B. Cense, M. C. Pierce, N. Nassif, B. H. Park, S. H. Yun, B. R. White, B. E. Bouma, G. J. Tearney, and J. F. de Boer, "Spectral domain optical coherence tomography: ultra-high speed, ultra-high resolution ophtalmic imaging, " JAMA Ophthalmology, vol. 123, no. 12, pp. 1715-1720, 2005.
5. M. D. Abràmoff, M. K. Garvin, and M. Sonka, "Retinal imaging and image analysis, " Biomedical Engineering, IEEE Reviews in, vol. 3, pp. 169-208, 2010.
6. E. Trucco, A. Ruggeri, T. Karnowski, L. Giancardo, E. Chaum, J. P. Hubschman, B. Al Diri, C. Y. Cheung, D. Wong, M. Abramoff et al., "Validating retinal fundus image analysis algorithms: Issues and a proposalvalidating retinal fundus image analysis algorithms, " Investigative ophthalmology & visual science, vol. 54, no. 5, pp. 3546-3559, 2013.
7. L. Giancardo, F. Meriaudeau, T. P. Karnowski, K. W. Tobin Jr, E. Grisan, P. Favaro, A. Ruggeri, and E. Chaum, "Textureless macula swelling detection with multiple retinal fundus images, " Biomedical Engineering, IEEE Transactions on, vol. 58, no. 3, pp. 795-799, 2011.
8. S. J. Chiu, X. T. Li, P. Nicholas, C. A. Toth, J. A. Izatt, and S. Farsiu, "Automatic segmentation of seven retinal layers in sdoct images congruent with expert manual segmentation, " Optics express, vol. 18, no. 18, pp. 19 413-19 428, 2010.
9. M. K. Garvin, M. D. Abràmoff, X. Wu, S. R. Russell, T. L. Burns, and M. Sonka, "Automated 3-d intraretinal layer segmentation of macular spectral-domain optical coherence tomography images, " Medical Imaging, IEEE Transactions on, vol. 28, no. 9, pp. 1436-1447, 2009.
10. M. K. Garvin, M. D. Abràmoff, R. Kardon, S. R. Russell, X. Wu, and M. Sonka, "Intraretinal layer segmentation of macular optical coherence tomography images using optimal 3-d graph search, " IEEE Transactions on Medical Imaging, vol. 27, no. 10, pp. 1495-1505, 2008.
11. I. Oguz, L. Zhang, M. D. Abràmoff, and M. Sonka, "Optimal retinal cyst segmentation from oct images, " in SPIE Medical Imaging. International Society for Optics and Photonics, 2016, pp. 97 841E-97 841E.
12. 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, " Biomedical optics express, vol. 5, no. 10, pp. 3568-3577, 2014.
13. J. Sivic and A. Zisserman, "Video google: A text retrieva approach to object matching in videos, " in IEEE ICCV, 2003, pp. 1470-1477.
14. F. G. Venhuizen, B. van Ginneken, B. Bloemen, M. J. van Grinsven, R. Philipsen, C. Hoyng, T. Theelen, and C. I. Sánchez, "Automated age-related macular degeneration classification in oct using unsupervised feature learning, " in SPIE Medical Imaging. International Society for Optics and Photonics, 2015, pp. 94 141I-94 141I.
15. Y.-Y. Liu, M. Chen, H. Ishikawa, G. Wollstein, J. S. Schuman, and J. M. Rehg, "Automated macular pathology diagnosis in retinal oct images using multi-scale spatial pyramid and local binary patterns in texture and shape encoding, " Medical image analysis, vol. 15, no. 5, pp. 748-759, 2011.
16. G. Lemâtre, M. Rastgoo, J. Massich, S. Sankar, F. Mériaudeau, and D. Sidibé, "Classification of sd-oct volumes with lbp: Application to dme detection, " in Proceedings of the Ophthalmic Medical Image Analysis Second International Workshop, OMIA 2015, Held in Conjunction with MICCAI 2015, 2015.
17. S. Sankar, D. Sidibé, Y. Cheung, T. Wong, E. Lamoureux, D. Milea, and F. Meriaudeau, "Classification of sd-oct volumes for dme detection: An anomaly detection approach, " in SPIE Medical Imaging. International Society for Optics and Photonics, 2016, pp. 97 852O-97 852O.
18. K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising by sparse 3-d transform-domain collaborative filtering, " Image Processing, IEEE Transactions on, vol. 16, no. 8, pp. 2080-2095, 2007.
19. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection, " in Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on, vol. 1. IEEE, 2005, pp. 886-893.
20. T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns, " Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 24, no. 7, pp. 971-987, 2002.
21. G. Zhao, T. Ahonen, J. Matas, and M. Pietikäinen, "Rotation-invariant image and video description with local binary pattern features, " Image Processing, IEEE Transactions on, vol. 21, no. 4, pp. 1465-1477, 2012.