WebJul 14, 2024 · Archived: Inception Care and Support Limited. This is an organisation that runs the health and social care services we inspect. Overview. Services. Registration details. Map and contact details. About your profile page. Resources for the provider. The Inception-like CAE is trained on the normal training images, where the objective is to minimize the mean squared error between the input and the output. Applying the GAP operation on the trained network’s bottleneck yields a 128-dimensional learned image representation. See more The main empirical comparison considers the following methods. 1. Raw NN-QED: This shallow approach corresponds to applying the classic … See more For all the CAE architectures, we employ the same training procedure as in Ruff et al. [25], with a two-phase learning rate schedule (searching + fine-tuning) with initial learning rate \nu = 10^{-4}, and subsequently \nu = … See more Our experiments use four common benchmark datasets for both deep learning and anomaly detection approaches. MNIST [20] and Fashion MNIST [41] contains ten classes and have fixed train … See more We compare the approaches with respect to their predictive performance, where we report the average area under the receiver operator characteristic curve (AUC-ROC) which is a standard performance metric in anomaly detection [9, … See more
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