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Image of IMPLEMENTASI ARSITEKTUR DENSEG-NET DALAM SEGMENTASI SEMANTIK OPTIC DISC DAN OPTIC CUP PADA CITRA RETINA

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IMPLEMENTASI ARSITEKTUR DENSEG-NET DALAM SEGMENTASI SEMANTIK OPTIC DISC DAN OPTIC CUP PADA CITRA RETINA

Saviera, Mutiara - Personal Name;

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Object detection for glaucoma diagnosis can be implemented with images semantic segmentation using Convolutional Neural Network (CNN). Advantage of CNN is able to identify objects in digital images with high accuracy level. One of architecture which used to use in images semantic segmentation is SegNet. This study did the implementation of DenSeg-Net architecture which is modification of SegNet and DenseNet for optic disc and optic cup segmentation in retinal images. The stages of this study are data collecting, data preprocessing, training, testing, evaluation, result analysis, and conclusion. Results of this study using Messidor-2 dataset is score of accuracy, Intersection over Union (IoU), F1-Score, sensitivity, specificity 99.81%, 72.38%, 82.24%, 79.56%, and 96.4% respectively. Based on the results, it can be shown that DenSeg-Net architecture is capable in segmenting optic disc and optic cup from the given images data.


Availability
Inventory Code Barcode Call Number Location Status
2207000866T64355T643552022Central Library (Referens)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T643552022
Publisher
Inderalaya : Jurusan Matematika, Fakultas Matematika Dan Ilmu Pengetahuan Alam Universitas Sriwijaya., 2022
Collation
xii, 63 hlm.; ilus.; 29 cm
Language
Indonesia
ISBN/ISSN
-
Classification
519.507
Content Type
-
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Jurusan Matematika
Matematika Statistikal
Specific Detail Info
-
Statement of Responsibility
SEPTA
Other version/related

No other version available

File Attachment
  • IMPLEMENTASI ARSITEKTUR DENSEG-NET DALAM SEGMENTASI SEMANTIK OPTIC DISC DAN OPTIC CUP PADA CITRA RETINA
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