Wide kernels and their DCT compression in convolutional networks for nuclei segmentation

The locality and spatial field of view of image operators have played a major role in image analysis, from hand-crafted to deep learning methods. In Convolutional Neural Networks (CNNs), the field of view is traditionally set to very small values (e.g. 3 × 3 pixels) for individual kernels and grown...

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Bibliographic Details
Main Authors: Vincent Andrearczyk, Valentin Oreiller, Adrien Depeursinge
Format: Article
Language:English
Published: Elsevier 2023-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2352914823002496