Augmenting data when training a CNN for retinal vessel segmentation: how to warp?

The retinal vascular condition is a trustworthy biomarker of several ophthalmologic and cardiovascular diseases, so automatic vessel segmentation is a crucial step to diagnose and monitor these problems. Deep Learning models have recently revolutionized the state-of-the-art in several fields, since...

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Bibliographic Details
Main Author: Oliveira, Américo Filipe Moreira (author)
Other Authors: Pereira, Sérgio Augusto Gomes (author), Silva, Carlos A. (author)
Format: conferencePaper
Language:eng
Published: 2017
Subjects:
Online Access:http://hdl.handle.net/1822/52837
Country:Portugal
Oai:oai:repositorium.sdum.uminho.pt:1822/52837