ANDREOLIANDREONI-THESIS-2020.pdf (3.24 MB)
Download fileEvaluation and Training Metrics for Medical Image Segmentation
thesis
posted on 2020-08-01, 00:00 authored by Maddalena Andreoli AndreoniThis thesis will define and develop twenty metrics that are computed over tumor segmentation in medical MRI images and that aim to describe such segmentation in an objective and quantitative way. It will proceed to compute each metric over the Brain Tumor Image Segmentation Benchmark dataset to show their descriptiveness over real data. Subsequently it will attempt classification of tumor grade label using the defined metrics.
History
Advisor
Gmytrasiewicz, PiotrChair
Gmytrasiewicz, PiotrDepartment
Computer ScienceDegree Grantor
University of Illinois at ChicagoDegree Level
- Masters
Degree name
MS, Master of ScienceCommittee Member
Parde, Natalie Lanzi, Pier LucaSubmitted date
August 2020Thesis type
application/pdfLanguage
- en