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18 p, 4.7 MB |
Metric learning for novelty and anomaly detection
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Masana, Marc (Centre de Visió per Computador (Bellaterra, Catalunya)) ;
Ruiz López, Idoia (Centre de Visió per Computador (Bellaterra, Catalunya)) ;
Serrat Gual, Joan (Centre de Visió per Computador (Bellaterra, Catalunya)) ;
Weijer, Joost van de (Centre de Visió per Computador (Bellaterra, Catalunya)) ;
López Peña, Antonio M. (Centre de Visió per Computador (Bellaterra, Catalunya))
When neural networks process images which do not resemble the distribution seen during training, so called out-of-distribution images, they often make wrong predictions, and do so too confidently. The capability to detect out-of-distribution images is therefore crucial for many real-world applications. [...]
2019
British Machine Vision Conference. Northumbria University (Newcastle), 3-6 Sep. 2018
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