Essays about: "Erik Engelhardt"

Found 1 essay containing the words Erik Engelhardt.

  1. 1. An evaluation of image preprocessing for classification of Malaria parasitization using convolutional neural networks

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

    Author : Erik Engelhardt; Simon Jäger; [2019]
    Keywords : Deep Learning; Convolutional Neural Network; Malaria; Image Recognition; Preprocessing; Computer Aided Diagnosis; Grayscale; Normalization; Histogram Equalization; CLAHE.; Deep Learning; Convolutional Neural Network; Malaria; Image Recognition; Preprocessing; Computer Aided Diagnosis; Grayscale; Normalization; Histogram Equalization; CLAHE.;

    Abstract : In this study, the impact of multiple image preprocessing methods on Convolutional Neural Networks (CNN) was studied. Metrics such as accuracy, precision, recall and F1-score (Hossin et al. 2011) were evaluated. Specifically, this study is geared towards malaria classification using the data set made available by the U. READ MORE