Essays about: "Valdemar Jakobsson"

Found 1 essay containing the words Valdemar Jakobsson.

  1. 1. The Impact of Noise on Generative and Discriminative Image Classifiers

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Maximilian Stenlund; Valdemar Jakobsson; [2022]
    Keywords : Artificial intelligence; Adversarial noise; Discriminative; Generative; Salt and Pepper noise; Gaussian noise; neural networks; Normalized flows; Convolutional networks;

    Abstract : This report analyzes the difference between discriminative and generative image classifiers when tested on noise. The generative classifier was a maximum-likelihood based classifier using a normalizing flow as the generative model. In this work, a coupling flow such as RealNVP was used. READ MORE