Essays about: "Markus Ingemarsson"

Found 1 essay containing the words Markus Ingemarsson.

  1. 1. Evaluating the effects of data augmentations for specific latent features : Using self-supervised learning

    University essay from KTH/Hälsoinformatik och logistik

    Author : Markus Ingemarsson; Jacob Henningsson; [2022]
    Keywords : Contrastive learning; data augmentations; deep learning; invariant features; machine learning; representation similarity analysis; self-supervised learning; SimCLR; Kontrast inlärning; datamodifieringar; djupinlärning; maskininlärning; SimCLR; självövervakat lärande; oföränderliga egenskaper; representativ likhetsanalys;

    Abstract : Supervised learning requires labeled data which is cumbersome to produce, making it costly and time-consuming. SimCLR is a self-supervising framework that uses data augmentations to learn without labels. This thesis investigates how well cropping and color distorting augmentations work for two datasets, MPI3D and Causal3DIdent. READ MORE