Communication Dans Un Congrès Année : 2018

Dealing with Topological Information within a Fully Convolutional Neural Network

Résumé

A fully convolutional neural network has a receptive field of limited size and therefore cannot exploit global information, such as topological information. A solution is proposed in this paper to solve this problem, based on pre-processing with a geodesic operator. It is applied to the segmentation of histological images of pigmented reconstructed epidermis acquired via Whole Slide Imaging.

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hal-01877624 , version 1 (20-09-2018)

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  • HAL Id : hal-01877624 , version 1

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Etienne Decencière, Santiago Velasco-Forero, Fu Min, Juanjuan Chen, Hélène Burdin, et al.. Dealing with Topological Information within a Fully Convolutional Neural Network. Advanced Concepts for Intelligent Vision Systems (ACIVS), Sep 2018, Poitiers, France. ⟨hal-01877624⟩
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