Thesis Details
Detection, Extraction and Measurement of the Contour and Circumference of the Metacarpal Bones in X-Rays of the Human Hand
Bachelor's Thesis
Student: Otčenáš Matej
Academic Year: 2020/2021
Supervisor: Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D.
Czech title
Detection, Extraction and Measurement of the Contour and Circumference of the Metacarpal Bones in X-rays of the Human Hand
Language
English
Abstract
This thesis aims to detect and subsequently extract the contour of the third metacarpal bone of the human hand from X-ray images and measure the circumference. The thesis describes segmentation of image using various methods for object detection which will be used for eventual measurements.
Keywords
Mask R-CNN, Detectron2, image preprocessing, image segmentation, pattern recognition, human hand detection, X-ray image, machine learning, watershed segmentation, Python, metacarpal bone, edge detection, noise reduction, computer vision, OpenCV
Department
Degree Programme
Information Technology
Files
Status
defended, grade B
Date
14 June 2021
Reviewer
Committee
Zemčík Pavel, prof. Dr. Ing. (DCGM FIT BUT), předseda
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Holík Lukáš, doc. Mgr., Ph.D. (DITS FIT BUT), člen
Martínek Tomáš, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Matoušek Petr, doc. Ing., Ph.D., M.A. (DIFS FIT BUT), člen
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Holík Lukáš, doc. Mgr., Ph.D. (DITS FIT BUT), člen
Martínek Tomáš, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Matoušek Petr, doc. Ing., Ph.D., M.A. (DIFS FIT BUT), člen
Citation
OTČENÁŠ, Matej. Detection, Extraction and Measurement of the Contour and Circumference of the Metacarpal Bones in X-Rays of the Human Hand. Brno, 2021. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2021-06-14. Supervised by Drahanský Martin. Available from: https://www.fit.vut.cz/study/thesis/24207/
BibTeX
@bachelorsthesis{FITBT24207, author = "Matej Ot\v{c}en\'{a}\v{s}", type = "Bachelor's thesis", title = "Detection, Extraction and Measurement of the Contour and Circumference of the Metacarpal Bones in X-Rays of the Human Hand", school = "Brno University of Technology, Faculty of Information Technology", year = 2021, location = "Brno, CZ", language = "english", url = "https://www.fit.vut.cz/study/thesis/24207/" }