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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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Detalles Bibliográficos
Autores principales: Reina, G. Anthony, Panchumarthy, Ravi, Thakur, Siddhesh Pravin, Bastidas, Alexei, Bakas, Spyridon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7020775/
https://www.ncbi.nlm.nih.gov/pubmed/32116512
http://dx.doi.org/10.3389/fnins.2020.00065