Search Results - "Wasserstein Autoencoder"

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    Regularized siamese neural network for unsupervised outlier detection on brain multiparametric magnetic resonance imaging: Application to epilepsy lesion screening by Alaverdyan, Zaruhi, Jung, Julien, Bouet, Romain, Lartizien, Carole

    ISSN: 1361-8415, 1361-8423, 1361-8423
    Published: Netherlands Elsevier B.V 01.02.2020
    Published in Medical image analysis (01.02.2020)
    “…•Our brain anomaly detection model is trained on normal subjects only.•Our model combines unsupervised latent representation with a novel deep siamese network and one-class classification…”
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    Landmark tracking in 4D ultrasound using generalized representation learning by Wulff, Daniel, Hagenah, Jannis, Ernst, Floris

    ISSN: 1861-6429, 1861-6410, 1861-6429
    Published: Cham Springer International Publishing 01.03.2023
    “… For this, 3D ultrasound patches are mapped into a representation space using sliced-Wasserstein autoencoders…”
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    Data Interpolants -- That's What Discriminators in Higher-order Gradient-regularized GANs Are by Asokan, Siddarth, Seelamantula, Chandra Sekhar

    ISSN: 2331-8422
    Published: Ithaca Cornell University Library, arXiv.org 01.06.2023
    Published in arXiv.org (01.06.2023)
    “…) subject to higher-order gradient regularization. We show analytically, via the least-squares (LSGAN) and Wasserstein (WGAN…”
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