Πλοήγηση ανά Θέμα "Generalization performance"
Αποτελέσματα 1-3 από 3
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EndoVAE: Generating Endoscopic Images with a Variational Autoencoder
(2022)The generalization performance of deep learning models is closely associated with the number and diversity of data available upon training. While in many applications there is a large number of data available in public, ... -
Investigating cross-dataset abnormality detection in endoscopy with a weakly-supervised multiscale convolutional neural network
(2018)The detection of abnormalities in endoscopic video frames can contribute in the early and more accurate detection of pathologic conditions. In this paper we present a novel Convolutional Neural Network (CNN) architecture ... -
Towards the substitution of real with artificially generated endoscopic images for CNN training
(2019)The generalization performance in deep learning is linked to the size and the variations of the samples available during training. This is apparent in the domain of computer-aided gastrointestinal tract abnormality detection, ...