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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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Detalhes bibliográficos
Publicado no:Front Neurosci
Main Authors: Reina, G. Anthony, Panchumarthy, Ravi, Thakur, Siddhesh Pravin, Bastidas, Alexei, Bakas, Spyridon
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7020775/
https://ncbi.nlm.nih.gov/pubmed/32116512
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2020.00065
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