Implementasi Metode Convolutional Neural Network (CNN) untuk Klasifikasi Jenis Ras Kucing

Authors

  • Aliefah Syalma Ratsdea Muftti Universitas Muhammadiyah Ponorogo
  • Yovi Litanianda Universitas Muhammadiyah Ponorogo

DOI:

https://doi.org/10.61132/uranus.v1i2.172

Keywords:

Classification of cat breeds in Indonesia, Convolutional Neural Network, Image Processing

Abstract

This research implements the Convolutional Neural Network (CNN) method to classify the various types of cat breeds that are common in Indonesia. This research attempts to create an automatic system that can definitely and accurately classify and identify the types of cat breeds that exist in Indonesia using image processing techniques. The data used contains a total of 600 images with each folder containing 200 images. Using this CNN method produces a validation accuracy rate of 54% in the process of classifying cat breeds. Research shows that further developing the image processing process will increase the accuracy value of the resulting system.

 

References

Maulana, F. F., & Rochmawati, N. (2020). Klasifikasi Citra Buah Menggunakan Convolutional Neural Network. Journal of Informatics and Computer Science (JINACS), 1(02), 104–108. https://doi.org/10.26740/jinacs.v1n02.p104-108

Miranda, N. D., Novamizanti, L., & Rizal, S. (2020). CONVOLUTIONAL NEURAL NETWORK PADA KLASIFIKASI SIDIK JARI MENGGUNAKAN RESNET-50. Jurnal Teknik Informatika (Jutif), 1(2), 61–68. https://doi.org/10.20884/1.jutif.2020.1.2.18

Murwanti, A. A., Ramadhani, K. N., & Yunanto, P. E. (t.t.). Pengenalan Ras Kucing Menggunakan Metode Ekstraksi Ciri Pyramid Histogram of Oriented Gradients (P-HOG).

Peryanto, A., Yudhana, A., & Umar, R. (2020). Rancang Bangun Klasifikasi Citra Dengan Teknologi Deep Learning Berbasis Metode Convolutional Neural Network. Format : Jurnal Ilmiah Teknik Informatika, 8(2), 138. https://doi.org/10.22441/format.2019.v8.i2.007

Rahayu, M. I. (2023). KLASIFIKASI RAS KUCING MENGGUNAKAN METADATA DATASET KAGGLE DENGAN FRAMEWORK YOLO v5. 12(1).

Universitas Pembangunan Panca Budi, Herdianto, H., & Nasution, D. (2023). IMPLEMENTASI METODE CNN UNTUK KLASIFIKASI OBJEK. METHOMIKA Jurnal Manajemen Informatika dan Komputerisasi Akuntansi, 7(1), 54–60. https://doi.org/10.46880/jmika.Vol7No1.pp54-60

Zailani, A. U., & Perdananto, A. (t.t.). PENGENALAN SEJAK DINI SISWA SMP TENTANG MACHINE LEARNING UNTUK KLASIFIKASI GAMBAR DALAM MENGHADAPI REVOLUSI 4.0. Jurnal Pengabdian Kepada Masyarakat, 1.

Published

2024-06-24

How to Cite

Aliefah Syalma Ratsdea Muftti, & Yovi Litanianda. (2024). Implementasi Metode Convolutional Neural Network (CNN) untuk Klasifikasi Jenis Ras Kucing. Uranus : Jurnal Ilmiah Teknik Elektro, Sains Dan Informatika, 2(2), 104–110. https://doi.org/10.61132/uranus.v1i2.172

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