Download 1801 05365 PDF PDF Free - Full Version
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About 1801 05365 PDF
1. The document presents a novel deep learning approach for one-class classification called Deep One-Class (DOC) classification. 2. DOC operates on top of a Convolutional Neural Network and produces descriptive features while maintaining low intra-class variance. It uses two loss functions, compactness loss and descriptiveness loss, along with a parallel CNN architecture. 3. Extensive experiments on anomaly detection, novelty detection, and mobile active authentication datasets show that DOC achieves significant improvements over state-of-the-art one-class classification methods.
Detailed Information
| Author: | ['Hardik'] |
|---|---|
| Publication Year: | 2020 |
| Pages: | 15 |
| Language: | English |
| Format: | |
| Price: | FREE |
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