Small-Scale Dual Path Network for Image Classification and Machine Learning Applications to Color Quantization

Autor: Murrell, Ethan Davis
Jazyk: angličtina
Rok vydání: 2022
Předmět:
Druh dokumentu: Thesis or Dissertation
Popis: This thesis consists of two projects in the field of machine learning. Previous research in the OSCAR UNT lab based on KMeans color quantization is further developed and applied to individual color channels and segmented input images to explore compression rates while still maintaining high output image quality. The second project implements a small-scale dual path network for image classifiaction utilizing the CIFAR-10 dataset containing 60,000 32x32 pixel images ranging across ten categories.
Databáze: Networked Digital Library of Theses & Dissertations