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picture1_Geometric Transformations Pdf 167078 | Neurips 2018 Deep Anomaly Detection Using Geometric Transformations Paper


 40x       Filetype PDF       File size 0.33 MB       Source: proceedings.neurips.cc


File: Geometric Transformations Pdf 167078 | Neurips 2018 Deep Anomaly Detection Using Geometric Transformations Paper
deepanomalydetectionusinggeometric transformations izhak golan ranel yaniv department of computer science department of computer science technion israel institute of technology technion israel institute of technology haifa israel haifa israel izikgo cs ...

icon picture PDF Filetype PDF | Posted on 25 Jan 2023 | 4 years ago
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...Deepanomalydetectionusinggeometric transformations izhak golan ranel yaniv department of computer science technion israel institute technology haifa izikgo cs ac il rani abstract we consider the problem anomaly detection in images and present a new technique given sample all known to belong normal class e g dogs show how train deep neural model that can detect out distribution i non dog objects main idea behind our schemeis multi discriminate between dozens geometric applied on auxiliary expertise learned by generates feature detectors effectively identify at test time anomalous based softmax activation statistics when transformed extensive experiments using proposed detector which indicate consistently improves knownalgorithms wide margin introduction future machine learning applications such as self driving cars or domestic robots will inevitably encounter various kinds risks including statistical uncertainties be usable these should robust possible one risk is exposure errors incons...

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