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INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS

Abstract: 

Optical coherence tomography (OCT) is a powerful method for imaging the retinal layers. In this paper, we develop a novel 3D fully convolutional deep architecture for automated segmentation of retinal layers in OCT scans. This model extracts features from both the spatial and the inter-frame dimensions by performing 3D convolutions, thereby capturing the information encoded in multiple adjacent frames. The proposed network is based on an encoder-decoder framework in which the convolution layers are interlaced with pooling layers in the encoder and with unpooling layers in the decoder, respectively. Consequently, a hierarchy of shrinking 3D feature maps are learned in the encoder and enlarged to the size of original input image for semantic segmentation in the decoder. The framework is validated on thirteen 3D OCTs captured by the Topcon 3D OCT with comparisons against two state-of-the-art segmentation methods including one recent 2D deep learning based approach to substantiate its effectiveness.

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Paper Details

Authors:
Submitted On:
5 October 2018 - 3:33am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Hossein Rabbani
Paper Code:
ICIP18001
Document Year:
2018
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Document Files

poster.pdf

(113)

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[1] , "INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3511. Accessed: Oct. 18, 2019.
@article{3511-18,
url = {http://sigport.org/3511},
author = { },
publisher = {IEEE SigPort},
title = {INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS},
year = {2018} }
TY - EJOUR
T1 - INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS
AU -
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3511
ER -
. (2018). INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS. IEEE SigPort. http://sigport.org/3511
, 2018. INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS. Available at: http://sigport.org/3511.
. (2018). "INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS." Web.
1. . INTRA-RETINAL LAYER SEGMENTATION OF OPTICAL COHERENCE TOMOGRAPHY USING 3D FULLY CONVOLUTIONAL NETWORKS [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3511