publication . Bachelor thesis . 2018

Generative adversarial networks for anomaly detection in images

Batiste Ros, Guillem;
Open Access English
  • Published: 01 Jan 2018
  • Publisher: Universitat Politècnica de Catalunya
  • Country: Spain
Abstract
Anomaly detection is used to identify abnormal observations that don t follow a normal pattern. Inthis work, we use the power of Generative Adversarial Networks in sampling from image distributionsto perform anomaly detection with images and to identify local anomalous segments within thisimages. Also, we explore potential application of this method to support pathological analysis ofbiological tissues
Subjects
free text keywords: :Informàtica::Intel·ligència artificial [Àrees temàtiques de la UPC], Artificial intelligence, Anomaly Detection, Generative Adversarial Networks, Deep Learning, Medical Imaging, Intel·ligència artificial, :68 Computer science::68T Artificial intelligence [Classificació AMS]
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publication . Bachelor thesis . 2018

Generative adversarial networks for anomaly detection in images

Batiste Ros, Guillem;