Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections.
Publication
, Conference
Alsaih, K; Lemaitre, G; Vall, JM; Rastgoo, M; Sidibe, D; Wong, TY; Lamoureux, E; Milea, D; Cheung, CY; Meriaudeau, F
Published in: Annu Int Conf IEEE Eng Med Biol Soc
August 2016
This paper deals with the automated detection of Diabetic Macular Edema (DME) on Optical Coherence Tomography (OCT) volumes. Our method considers a generic classification pipeline with preprocessing for noise removal and flattening of each B-Scan. Features such as Histogram of Oriented Gradients (HOG) and Local Binary Patterns (LBP) are extracted and combined to create a set of different feature vectors which are fed to a linear-Support Vector Machines (SVM) Classifier. Experimental results show a promising sensitivity/specificity of 0.75/0.87 on a challenging dataset.
Duke Scholars
Published In
Annu Int Conf IEEE Eng Med Biol Soc
DOI
EISSN
2694-0604
Publication Date
August 2016
Volume
2016
Start / End Page
1344 / 1347
Location
United States
Related Subject Headings
- Tomography, Optical Coherence
- Support Vector Machine
- Sensitivity and Specificity
- Macular Edema
- Image Processing, Computer-Assisted
- Humans
- Diabetic Retinopathy
- Databases, Factual
Citation
APA
Chicago
ICMJE
MLA
NLM
Alsaih, K., Lemaitre, G., Vall, J. M., Rastgoo, M., Sidibe, D., Wong, T. Y., … Meriaudeau, F. (2016). Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections. In Annu Int Conf IEEE Eng Med Biol Soc (Vol. 2016, pp. 1344–1347). United States. https://doi.org/10.1109/EMBC.2016.7590956
Alsaih, Khaled, Guillaume Lemaitre, Join Massich Vall, Mojdeh Rastgoo, Desire Sidibe, Tien Y. Wong, Ecosse Lamoureux, Dan Milea, Carol Y. Cheung, and Fabrice Meriaudeau. “Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections.” In Annu Int Conf IEEE Eng Med Biol Soc, 2016:1344–47, 2016. https://doi.org/10.1109/EMBC.2016.7590956.
Alsaih K, Lemaitre G, Vall JM, Rastgoo M, Sidibe D, Wong TY, et al. Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections. In: Annu Int Conf IEEE Eng Med Biol Soc. 2016. p. 1344–7.
Alsaih, Khaled, et al. “Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections.” Annu Int Conf IEEE Eng Med Biol Soc, vol. 2016, 2016, pp. 1344–47. Pubmed, doi:10.1109/EMBC.2016.7590956.
Alsaih K, Lemaitre G, Vall JM, Rastgoo M, Sidibe D, Wong TY, Lamoureux E, Milea D, Cheung CY, Meriaudeau F. Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections. Annu Int Conf IEEE Eng Med Biol Soc. 2016. p. 1344–1347.
Published In
Annu Int Conf IEEE Eng Med Biol Soc
DOI
EISSN
2694-0604
Publication Date
August 2016
Volume
2016
Start / End Page
1344 / 1347
Location
United States
Related Subject Headings
- Tomography, Optical Coherence
- Support Vector Machine
- Sensitivity and Specificity
- Macular Edema
- Image Processing, Computer-Assisted
- Humans
- Diabetic Retinopathy
- Databases, Factual