Essays about: "RealNVP"

Found 2 essays containing the word RealNVP.

  1. 1. Comparison of Discriminative and Generative Image Classifiers

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

    Author : Simon Budh; William Grip; [2022]
    Keywords : Image classification; CNN; Normalizing flows; RealNVP; Adversarial examples;

    Abstract : In this report a discriminative and a generative image classifier, used for classification of images with handwritten digits from zero to nine, are compared. The aim of this project was to compare the accuracy of the two classifiers in absence and presence of perturbations to the images. READ MORE

  3. 2. 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