115 citations · 191 across the 12 of their papers we have counts for
3 papers · 1 filter
Exploiting Autoencoder's Weakness to Generate Pseudo Anomalies
Marcella Astrid, Muhammad Zaigham Zaheer, Djamila Aouada +1
Due to the rare occurrence of anomalous events, a typical approach to anomaly detection is to train an autoencoder (AE) with normal data only so that it learns the patterns or repr…
Rank Selection of CP-decomposed Convolutional Layers with Variational Bayesian Matrix Factorization
Marcella Astrid, Seung-Ik Lee, Beom-Su Seo
Convolutional Neural Networks (CNNs) is one of successful method in many areas such as image classification tasks. However, the amount of memory and computational cost needed for C…
CP-decomposition with Tensor Power Method for Convolutional Neural Networks Compression
Marcella Astrid, Seung-Ik Lee
Convolutional Neural Networks (CNNs) has shown a great success in many areas including complex image classification tasks. However, they need a lot of memory and computational cost…