ANALISIS PERBANDINGAN HE DAN CLAHE PADA IMAGE ENHANCEMENT DALAM PROSES SEGMENASI CITRA UNTUK DETEKSI FERTILITAS TELUR

Authors

DOI:

https://doi.org/10.23887/janapati.v9i1.23013

Keywords:

Fertilitas Telur, HE, CLAHE, Morfologi, Segmentasi

Abstract

Perkembangan teknologi di bidang peternakan mampu memberikan kemudahan dalam proses penetasan ayam. Namun, proses deteksi fertilitas telur telah diperiksa secara manual oleh pekerja yang menyortir telur yang fertil dan infertil. Penelitian ini bertujuan untuk mempermudah proses pendeteksian gambar fertilitas telur menggunakan sistem komputerisasi secara otomatis. Deteksi fertilitas telur dilakukan preprocessing dengan metode Image Enhancement. Dalam metode ini, metode Histogram Equalization (HE) dan metode Contrast Limited Adaptive Histogram Equalization (CLAHE) dibandingkan satu sama lain pada proses peningkatan citra (Image Enhancement). HE memberikan hasil yang dapat mengidentifikasi fertilitas telur. Namun, ada satu faktor penting dalam pemrosesan gambar, yaitu pengambilan telur (proses akuisisi). Proses deteksi fertilitas telur menggunakan segmentasi dengan metode morfologi. Proses pengujian yang dilakukan menggunakan metode kekauratan pada metode HE dan CLAHE yang masing-masing adalah sebesar 96% dan 79%. Hasil menunjukkan bahwa hasil HE lebih jelas terlihat dibandingkan dengan CLAHE.

References

Wiraternak, "wiraternak.com," 4 2012. [Online]. Available: http://www.wirater nak.com/2012/04/ciri-ciri-telur-tetas-yan g-fertil-atau.html. [Accessed 12 3 2016].

Sentralternak, "Distributor Bibit dan Peralatan Ternak," 13 April (2009. [Online]. Available: http://sentralternak .com/index.php/2009/04/13/agar-pene tasan-kita-berhasil/.

Rukmana, H. R., Ayam Buras Intensifikasi dan Kiat Pengembangan, Yogyakarta: Kanisius, 2003.

Y. R. A. Utami, "Pengenalan Telur Berdasarkan Karakteristik Warna Citra," Jurnal Ilmiah SINUS, vol. VII, no. 2, pp. 1-14, 2009.

T. A. Wijaya and Y. Prayudi, "Implementasi Visi Komputer Dan Segmentasi Citra Untuk Klasifikasi Bobot Telur Ayam Ras," in Seminar Nasional Aplikasi Teknologi Informasi 2010 (SNATI 2010), Yogyakarta, 2010.

I. Ruslianto, "Klasifikasi Telur Ayam Dan Telur Burung Puyuh Menggunakan Metode Connected Component Analysis," Jurnal Ilmiah SISFOTENIKA, vol. 3, no. 1, pp. 41-50, 2013.

O. D. Nurhayati, "Sistem Analisis Tekstur Secara Statistik Orde Pertama Untuk Mengenali Jenis Telur Ayam Biasa dan Telur Ayam Omega-3," Jurnal Sistem Komputer, vol. 5, no. 2, pp. 79-82, 2015.

C.-S. Lin, P. T. Yeh, D.-C. Chen, Y.-C. Chiou and C.-H. Lee, "The Identification and Filtering of Fertilized Eggs with a Thermal Imaging System," Computers and Electronics in Agriculture, vol. Computers and Electronics in Agriculture (2013), no. 91, pp. 94-105, 2012.

L. Hai-ling, C. Jian-rong, S. Li, Y. Lei-ming and L. Meng-lei, "Research on the Discrimination of Hatching Eggs Activity Based on Thermal Imaging: A Food Nondestructive Testing Practice," International Journal of Smart Home, vol. 10, no. 2, pp. 175-186, 2016.

M. A. Khabibulloh, A. Kusumawardhani and D. Y. Pratama, "Rancang Bangun Sistem Deteksi Embrio pada Telur Menggunakan Webcame," Jurnal Teknik Pomits, vol. 1, no. 1, pp. 1-6, 2012.

Sunardi, A. Yudhana and S. Saifullah, "Thermal Imaging untuk Identifikasi Telur," in Konferensi Nasional Ke-4 Asosiasi Program Pascasarjana Perguruan Tinggi Muhammadiyah (APPPTM), Palembang, 2016.

S. Saifullah, Sunardi and A. Yudhana, "Analisis Perbandingan Pengolahan Citra Asli dan Hasil Croping untuk Identifikasi Telur," Jurnal Teknik Informatika dan Sistem Informasi (JuTISI), vol. II, no. 3, pp. 341-350, Desember 2016.

A. Yudhana, Sunardi and S. Saifullah, "Perbandingan Segmentasi pada Citra Asli dan Citra Kompresi Wavelet untuk Identifikasi Telur," Jurnal Ilmiah ILKOM, vol. VIII, no. 3, pp. 190-196, 2016.

Sunardi, A. Yudhana and S. Saifullah, "Identity analysis of egg based on digital and thermal imaging: image processing and counting object concept," International Journal of Electrical and Computer Engineering (IJECE), vol. 7, no. 1, pp. 200-208, 2017.

A. Yudhana, Sunardi and S. Saifullah, "Segmentation Comparing Eggs Watermarking Image and Original Image," Bulletin of Electrical Engineering and Informatics, vol. 6, no. 1, pp. 47-53, 2017.

S. Saifullah, Sunardi and A. Yudhana, "Analisis Ekstraks Ciri Fertilitas Telur Ayam Kampung Dengan Grey Level Cooccurrence Matrix," JURNAL NASIONAL TEKNIK ELEKTRO, vol. VI, no. 2, 2017.

Sunardi, A. Yudhana and S. Saifullah, "Identification of Egg Fertility Using Gray Level Co-Occurrence Matrix and Backpropagation," Advanced Science Letters, vol. 24, no. 12, pp. 9151-9156, 2018.

S. Saifullah and V. A. Permadi, "Comparison of Egg Fertility Identification based on GLCM Feature Extraction using Backpropagation and K-means Clustering Algorithms," in International Conference on Science in Information Technology, Yogyakarta, 2019.

T. B. Waskito, S. Sumaryo and C. Setianingsih, "Kendali Robot Beroda Dengan Gerak Isyarat Tangan Berbasis Image Processing," eProceedings of Engineering, vol. 6, no. 3, pp. 10052-10059, 2019.

A. Rahman, D. P. P. Siwi and W. S. Pambudi, "Rancang Bangun Alat Scoring Keahlian Dalam Tendangan Pinalti Berbasis Image Processing," SinarFe7, vol. 2, no. 1, pp. 318-323, 2019.

D. Fernandez, D. S. Putra, W. Wagino and M. Arif, "Implementasi Metode Digital Image Processing untuk Menguji Kepekatan Asap Kendaraan Motor Diesel," Jurnal Ilmu Pengetahuan dan Teknologi, vol. 1, no. 1, pp. 45-49, 2019.

R. D. Kusumanto, A. N. Tompunu and W. S. Pambudi, "Klasifikasi Warna Menggunakan Pengolahan Model Warna HSV," Jurnal Ilmiah Elite Elektro, vol. 2, no. 2, pp. 83-87, 2011.

A. Bouchet, P. Alonso, I. Díaz and S. Montes, "On the Performance of Some Edge Detectors for Gray Scale Images," Journal of Multiple-Valued Logic & Soft Computing, vol. 32, no. 3/4, pp. 241-256, 2019.

G. R. Nitta, T. Sravani, S. Nitta and B. Muthu, "Dominant gray level based K-means algorithm for MRI images.," Health and Technology, pp. 1-7, 2019.

X. Chai, X. Fu, Z. Gan, Y. Lu and Y. Chen, "A color image cryptosystem based on dynamic DNA encryption and chaos," Signal Processing, vol. 155, pp. 44-62, 2019.

M. Murinto, "Analisis Perbandingan Histogram Equalization dan Model Logarithmic Image Processing (LIP) untuk Image Enhancement," Jurnal Informatika Ahmad Dahlan, vol. 2, no. 2, 2008.

R. Munir, "Aplikasi image thresholding untuk segmentasi objek," Sekolah Teknik Elektro dan Informatika, Institut Teknologi Bandung, 2006.

R. A. Sholihin and B. H. Purwoto, "Perbaikan Citra Dengan Menggunakan Median Filter dan Metode Histogram Equalization," Emitor, vol. 14, no. 2, pp. 40-46, 2014.

P. Freyssenita Kanditami, D. Saipudin and A. Rizal, "Analisis Contrast Limited Adaptive Histogram Equalization (CLAHE) dan Region Growing dalam Deteksi Gejala Kanker Payudara Pada Citra Mammogram," Elektro, vol. 7, pp. 15-28, 2014.

M. S. Z. Sarker, T. W. Haw and R. Logeswaran, "Morphological based technique for image segmentation," International Journal of Information Technology, vol. 14, no. 1, pp. 55-80, 2008.

K. Haris, S. N. Efstratiadis, N. Maglaveras and A. K. Katsaggelos, "Hybrid image segmentation using watersheds and fast region merging," IEEE Transactions on image processing, vol. 7, no. 12, pp. 1684-1699, 1998.

S. Ruparelia, "Implementation of watershed based image segmentation algorithm in FPGA," Master's thesis, Stuttgart, 2012.

A. Luque, A. Carrasco, A. Martín and A. de las Heras, "The impact of class imbalance in classification performance metrics based on the binary confusion matrix.," Pattern Recognition, vol. 91, pp. 216-231, 2019.

U. Sara, M. Akter and M. S. Uddin, "Image Quality Assessment through FSIM, SSIM, MSE and PSNR—A Comparative Study," Journal of Computer and Communications, pp. 8-18, 2019.

R. Kumar and V. Moyal, "Visual Image Quality Assessment Technique Using FSIM," International Journal of Computer Applications Technology and Research, vol. 2, pp. 250-254, 2013.

Downloads

Published

2020-04-01

How to Cite

Saifullah, S. (2020). ANALISIS PERBANDINGAN HE DAN CLAHE PADA IMAGE ENHANCEMENT DALAM PROSES SEGMENASI CITRA UNTUK DETEKSI FERTILITAS TELUR. Jurnal Nasional Pendidikan Teknik Informatika : JANAPATI, 9(1), 134–145. https://doi.org/10.23887/janapati.v9i1.23013

Issue

Section

Articles