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Image of PENGEMBANGAN GAME DOODLE DENGAN PENILAIAN GAMBAR OTOMATIS MENGGUNAKAN MODEL CNN

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PENGEMBANGAN GAME DOODLE DENGAN PENILAIAN GAMBAR OTOMATIS MENGGUNAKAN MODEL CNN

Adimas, Muhammad Amir - Personal Name;

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Penilaian anda saat ini :  

In the era of artificial intelligence (AI) development, the integration of machine learning technology in games continues to advance. This study aims to develop a Convolutional Neural Network (CNN) model that functions as an automatic evaluation agent for doodle images in a drawing game. The CNN model is trained using the Google Quick Draw dataset to recognize images created by players. Evaluation results show that the developed CNN model with 331 labels achieves an accuracy of 0.83. Additionally, other evaluation metrics indicate precision between 0.6 to 0.96, recall between 0.51 and 0.98, and an F1-score between 0.56 and 0.96. The model's average prediction time is recorded at 0.002836 seconds, allowing for instant evaluation. The developed CNN model effectively provides feedback to players as long as the input images do not differ significantly from the shapes in the dataset.


Availability
Inventory Code Barcode Call Number Location Status
2507002783T173350T1733502025Central Library (Reference)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T1733502025
Publisher
: Prodi Teknik Informatika, Fakultas Ilmu Komputer Universitas Sriwijaya., 2025
Collation
xv, 96 hlm.; ill.; tab.; 29 cm.
Language
Indonesia
ISBN/ISSN
-
Classification
004.07
Content Type
-
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Teknik Informatika
Specific Detail Info
-
Statement of Responsibility
EM
Other version/related

No other version available

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  • PENGEMBANGAN GAME DOODLE DENGAN PENILAIAN GAMBAR OTOMATIS MENGGUNAKAN MODEL CNN
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