Essays about: "Erik Zetterström"

Found 2 essays containing the words Erik Zetterström.

1. 1. Unsupervised Domain Adaptation for Regressive Annotation : Using Domain-Adversarial Training on Eye Image Data for Pupil Detection

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

   Author : Erik Zetterström; [2023]
   Keywords : Neural networks; Deep learning; Convolutional neural networks; Transfer learning; Domain adaptation; Unsupervised training; Adversarial training; Keypoint detection; Regression; Neurala nätverk; Djupinlärning; Faltningsnätverk; Överförningsinlärning; Domänadaptering; Oövervakad inlärning; Motstående träning; Nyckelpunktsdetektion; Regression;

   Abstract : Machine learning has seen a rapid progress the last couple of decades, with more and more powerful neural network models continuously being presented. These neural networks require large amounts of data to train them. READ MORE

3. 2. The importance of data when training a CNN for medical diagnostics : A study of how dataset size and format affects the learning process of a CNN

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

   Author : Johan Rudelius; Erik Zetterström; [2020]
   Keywords : ;

   Abstract : Using the computational capabilities of computers within the medical field has become increasingly popular since the emergence of CAD during the middle of the twentieth century. The prevalence of skin cancer attracted research resources, and in 2017, a group of scientists from Stanford University trained a CNN which could outperform board certified dermatologists in several skin cancer classification tests. READ MORE