REKONSTRUKSI KEPALA JANIN PADA OBJEK TRANSTHALAMIC CITRA ULTRASONOGRAFI 2 DIMENSI MENJADI 3 DIMENSI MENGGUNAKAN METODE PIFuHD

PRATAMA, MUHAMMAD REINDY and Erwin, Erwin (2022) REKONSTRUKSI KEPALA JANIN PADA OBJEK TRANSTHALAMIC CITRA ULTRASONOGRAFI 2 DIMENSI MENJADI 3 DIMENSI MENGGUNAKAN METODE PIFuHD. Undergraduate thesis, Sriwijaya University.

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Abstract

The head of the fetus is one part that is widely studied by experts because it has important information related to the health condition of the fetus. Research in the field of the fetal head requires a very long process and must be carried out with the help of competent medical personnel. One way that can be used to see the condition, development, and age of the fetus, can be done by reconstruction the fetal head, especially on trasnthalamic objects which are characterized by several factors, including the hyppocampal gyrus and thalami. There are various ways of detection algorithms, one of the algorithms that can be used is deep learning to accurately identify objects contained in the transthalamic. Then this research will do segmentation with U-Net and will be continued on the process of object reconstruction using PIFuHD. Of the 15 images that have been reconstructed, there are 12 images that are validated by doctors and are reconstructions of transthalamic objects and 3 other images are not due to too much noise on the object and the accuracy obtained after validation is 86,6%.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Fetal Head Detection, Deep Learning, U-Net, PIFuHD, Transthalamic
Subjects:	T Technology > T Technology (General) > T58.4 Managerial control systems Information technology. Information systems (General) T Technology > T Technology (General) > T59.4 Mechanization T Technology > T Technology (General) > T59.5 Automation
Divisions:	09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User:	Muhammad Reindy Pratama
Date Deposited:	06 Jan 2023 04:58
Last Modified:	06 Jan 2023 04:58
URI:	http://repository.unsri.ac.id/id/eprint/85378

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