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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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Vydáno v:Front Neurosci
Hlavní autoři: Reina, G. Anthony, Panchumarthy, Ravi, Thakur, Siddhesh Pravin, Bastidas, Alexei, Bakas, Spyridon
Médium: Artigo
Jazyk:Inglês
Vydáno: Frontiers Media S.A. 2020
Témata:
On-line přístup: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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