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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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Bibliografski detalji
Izdano u:Front Neurosci
Glavni autori: Reina, G. Anthony, Panchumarthy, Ravi, Thakur, Siddhesh Pravin, Bastidas, Alexei, Bakas, Spyridon
Format: Artigo
Jezik:Inglês
Izdano: Frontiers Media S.A. 2020
Teme:
Online pristup: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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