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DETEKSI CARA PANDANG RUANG JANTUNG JANIN MENGGUNAKAN ARSITEKTUR YOU ONLY LOOK ONCE (YOLO)

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Penilaian

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The most important thing to know about fetal development is the development of heart. The first step in automated analysis of fetal heart chambers is to locate the four important chambers of fetal heart and aorta on the ultrasound image. However, this is a very difficult task due to several important factors such as the large number of spots on the ultrasound image, the small size of the fetal heart chambers, and the small size of the fetal heart. The fetal heart chambers view of various types will be detected, which are Four Chamber View (FCV), Left Ventricular Outflow Tract (LVOT), Right Ventricular Outflow Tract (RVOT), and Three Vessel Trachea View (TVTV). This study uses the You Only Look Once (YOLO) V3 method which has very different approach using a classification or localizer to perform detection by applying the model to the image in several locations, scaling and assigning values to the image as material for detection. Initial data that has been divided into training and testing produces 8 models. The best model is model 8 based on the results of the largest mAP, which are 97.994% using Batch Size 3, Learning Rate 0.0001 and Epoch 100. The Unseen data test which was carried out using data outside of the data model with three trials, got the best performance among other results, that is the 3rd model with a total of 240 data having an mAP result of 25.733% using Batch Size 4, Learning Rate 0.001 and Epoch 100.

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Availability

Inventory Code	Barcode	Call Number	Location	Status
2207004507	T81890	T818902022	Central Library (Referens)	Available but not for loan - Not for Loan

Detail Information

Series Title

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Call Number

T818902022

Publisher

Inderalaya : Jurusan Sistem Komputer, Fakultas Ilmu Komputer Universitas Sriwijaya., 2022

Collation

xiv, 51 hlm.; ilus.; 29 cm

Language

Indonesia

ISBN/ISSN

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Classification

006.307

Content Type

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Media Type

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Carrier Type

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Edition

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Subject(s)

Sistem Pakar
Jurusan Sistem Komputer

Specific Detail Info

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Statement of Responsibility

SEPTA

Other version/related

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