Systematic Evaluation of Image Tiling Adverse Effects on Deep Learning Semantic Segmentation

Systematic Evaluation of Image Tiling Adverse Effects on Deep Learning Semantic Segmentation

Convolutional neural network (CNN) models obtain state of the art performance on image classification, localization, and segmentation tasks. Limitations in computer hardware, most notably memory size in deep learning accelerator cards, prevent relatively large images, such as those from medical and...

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Bibliographic Details
Main Authors: G. Anthony Reina, Ravi Panchumarthy, Siddhesh Pravin Thakur, Alexei Bastidas, Spyridon Bakas
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-02-01
Series:Frontiers in Neuroscience
Subjects:
segmentation
tiling
deep learning
CNN
brain tumor
glioma
Online Access:https://www.frontiersin.org/article/10.3389/fnins.2020.00065/full

Internet

https://www.frontiersin.org/article/10.3389/fnins.2020.00065/full

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