Penerapan Adaboost Pada Algoritma Viola Jones Untuk Deteksi Wajah

Penulis

  • Meri Nova Marito Br Sipahutar, Ade Linhar, Sardo Pardingotan Sipayung Universitas Mandiri Bina Prestasi

DOI:

https://doi.org/10.5201/jet.v4i2.409

Kata Kunci:

Viola Jones algorithm, Adaboost, integral image, face detection, precision, recall

Abstrak

Face detection is the first step in interaction between humans such as image retrieval, tracking, face recognition and so on. Currently, face detection is a very interesting topic for research. The Viola Jones algorithm is the defacto standard for face detection. So the research was carried out using the Viola Jones algorithm. The Viola Jones algorithm has 3 contributions, namely the integral image, the second contribution of the integral image allows very fast feature evaluation by using Adaboost in feature selection and the third is the use of a cascade classifier. The research results show a precision value of 85.54% and a recall of 90.25% for the Baodataset dataset. Meanwhile, for personal data, precision was 88.42% and recall was 90.60%.

Referensi

Anmol, M., & Vinay, S. (n.d.). Contemporary Study of Face Recognition Systems for Attendance Autonomous Systems. 8(285), 285–295.

Atina, A. (2019). Aplikasi Matlab pada Teknologi Pencitraan Medis. Jurnal Penelitian Fisika Dan Terapannya (JUPITER), 1(1), 28. https://doi.org/10.31851/jupiter.v1i1.3123

Chau, S., Banjarnahor, J., Irfansyah, D., Kumala, S., & Banjarnahor, J. (2019). Analysis of Face Pattern Detection Using the Haar-Like Feature Method. Journal of Information Technology Education: Research, 2(2), 70–76. https://doi.org/10.31289/jite.v2i2.2133

Ghozali, I., & Adikara, P. P. (2018). Implementasi Metode Backpropagation untuk Mengenali Teks pada Natural Scene Image. Jurnal Pengembangan Teknologi Informasi Dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya, 2(8), 2527–2533.

Jumadi, J., Yupianti, Y., & Sartika, D. (2021). Pengolahan Citra Digital Untuk Identifikasi Objek Menggunakan Metode Hierarchical Agglomerative Clustering. JST (Jurnal Sains Dan Teknologi), 10(2), 148–156. https://doi.org/10.23887/jstundiksha.v10i2.33636

Prastya, M. A. (2019). Sistem Pengenalan Wajah Manusia Menggunakan Algoritma Viola-Jones Dan Principal Component Analysis. Ubiquitous: Computers and Its Applications Journal, 2, 85–92. https://doi.org/10.51804/ucaiaj.v2i2.85-92

Taghi Zadeh, M. M., Imani, M., & Majidi, B. (2019). Fast Facial emotion recognition Using Convolutional Neural Networks and Gabor Filters. 2019 IEEE 5th Conference on Knowledge Based Engineering and Innovation, KBEI 2019, 577–581. https://doi.org/10.1109/KBEI.2019.8734943

Arya, S., Pratap, N., & Bhatia, K., 2015. Future of Face Recognition: A Review. Symposium on Computer Vision and the Internet.

Al-Aidid S. & Pamungkas S. D., 2018. Sistem Pengenalan Wajah dengan Algoritma Haar Cascade dan Local Binary Pattern Histogram. (Online) https://www.researchgate.net/publication/325400905_Sistem_Pengenalan_Wajah_dengan_Algoritma_Haar_Cascade_dan_Local_Binary_Pattern_Histogram/link/5b0bfec8a6fdcc8c25352386/download. Diakses 15 Juli 2019.

Beham, M.P. 2013. A Review Of Face Recognition Methods. Journal of Pattern Recognition and Artificial Intelligence. (Online) https://www.researchgate.net/publication/274521637_A_Review_Of_Face_Recognition_Methods.

Cahu S., Banjarnahor J., Irfansyah D., Kumala S. & Banjarnahor J., 2019. Analisis Pendeteksian Pola Wajah Menggunakan Metode Haar-Like Feature. Journal of Informatics and Telecommunication Engineering. (Online) https://www.researchgate.net/publication/330931643_Analisis_Pendeteksian_Pola_Wajah_Menggunakan_Metode_Haar-Like_Feature/link/5c5c3c7592851c48a9c1698b/download. Diakses 19 Juli 2019.

Dash, S.K. & Panda, M. 2016. Image Classification using Data Mining Techniques. Advances in Computer Science and Information Technology. (Online) https://www.researchgate.net/publication/303233694.

Delbiaggio N., 2017. A comparison of facial recognition’s algorithms. (Online) https://core.ac.uk/download/pdf/84801048.pdf. Diakses 19 Juli 2019.

Emami, S. & Suciu, V.P. 2012. Facial Recognition using OpenCV. Journal of Mobile, Embedded and Distributed Systems. (Online) https://www.researchgate.net/publication/267426877_Facial_Recognition_using_OpenCV.

Enriquez K., 2018, Faster face detection using Convolutional Neural Networks & the Viola-Jones algorithm. (online) https://www.csustan.edu/sites/default/files/groups/University%20Honors%20Program/Journals/01_enriquez.pdf 24 Juni 2019).

Gangopadhyay I., Chatterjee A. & Das I., 2018. Face Detection And Recognition Using Haar Classifier And Lbp Histogram. Journal of Advanced Research in Computer Science.

Geitgey, A. 2016 Machine Learning is Fun! Part 4: Modern Face Recognition with Deep Learning.

Hatem H., Beiji Z. & Majeed R., 2015. A Survey of Feature Base Methods for Human Face Detection. Journal of Control and Automation: (online) https://www.researchgate.net/publication/282273241_A_Survey_of_Feature_Base_Methods_for_Human_Face_Detection.

Ivancic K., 2019. Traditional Face Detection With Python. (Online) https://realpython.com/traditional-face-detection-python/. Diakses (26 Juli 2019).

Jalled, F. 2017. Face Recognition Machine Vision System Using Eigenfaces. (Online) https://arxiv.org/abs/1705.02782.

Jensen H., 2008. Implementing the Viola-Jones Face Detection Algorithm. (Online) https://pdfs.semanticscholar.org/40b1/0e330a5511a6a45f42c8b86da222504c717f.pdf.

Dinata, R. K., Bustami., Retno, S., & Daulay, A, P, B. 2022. Clustering the Spread of ISPA Disease Using the Fuzzy C-Means Algorithm in Aceh Utara. IJISIT: International Journal of Information System and Innovative Technology Vol 1, No 2, pp 21-30.

Kadir K., Kamaruddin M.K., Nasir H. & Safie S.I., 2014. A Comparative Study between LBP and Haar-like features for Face Detection Using OpenCV. International Conference on Engineering Technology and Technopreneuship. (Online) https://www.researchgate.net/publication/308836179_A_comparative_study_between_LBP_and_Haar-like_features_for_Face_Detection_using_OpenCV.

Hasdyna, N., Retno, S. 2022. Machine Learning Approach to Determine the Drug-Prone Areas in Lhokseumawe City, Indonesia. IJMIRA: International Journal of Multidiciplinary Research and Analysis, Vol 5, No 9, pp. 2354-2454.

Kumar, G., Saurabh, S. 2016. A Comparative Analysis of Face Recognition Algorithms. Journal of Recent Research Aspects. (Online) https://www.ijrra.net/Vol3issue2/IJRRA-03-02-42.pdf.

Dinata, R. K., Safwandi, S., Hasdyna, N., & Mahendra, R. (2020). Kombinasi Algoritma Brute Force dan Stemming pada Sistem Pencarian Mashdar. CESS (Journal of Computer Engineering, System and Science), 5(2), 273-278.

Meena, D. & Sharan, R. 2016. An Approach to Face Detection and Recognition. IEEE International Conference on Recent Advances and Innovations in Engineering (ICRAIE-2016), December 23-25, 2016, Jaipur, India.

Niyomugabo, C., Choi, H. R. & Kim, T. Y. 2016. A Modified Adaboost Algorithm to Reduce False Positives in Face Detection. Journal International Hindawi Corporation Mathematical Problems in Engineering Vol 25 2016.

Prasana, D.M., & Reddy, C.G. 2017. Development of Real Time Face Recognition System Using OpenCV. Journal of Engineering and Technology. (Online) https://www.irjet.net/archives/V4/i12/IRJET-V4I12151.pdf.

Puspaningrum, E. Y & Saputra, W. S.J. 2018. Deteksi Wajah Dengan Boosted Cascade Classifier. ISSN : 1978-0087 – Jurnal SCAN Vol. XIII Nomor 3 - Oktober 2018

Pranoto, M.B., Ramadhani, K.N. & Arifianto, A. 2017. Face Detection System Menggunakan Metode Histogram of Oriented Gradients (HOG) dan Support Vector Machine (SVM).

Reddy, T.M., Prasad, F., Ramanaiah, N.V. 2015. Face Recognition Based Attendance Management System By Using Embedded Linux. International Journal of Engineering Research and Science & Tekcnology. (Online) https://www.ijerst.com/ijerstadmin/upload/IJEETC_5ccfc7b097060.pdf

Syafeeza, A.R., Hani, M.K., Liew, S.S., & Bakhteri, R. 2014. Convolutional Neural Network for Face Recognition with Pose and Illumination Variation. International Journal of Engineering and Technology. (Online) https://www.researchgate.net/publication/269098339.

Dinata, R. K., Hasdyna, N., Retno, S., & Nurfahmi, M. (2021). K-means algorithm for clustering system of plant seeds specialization areas in east Aceh. ILKOM Jurnal Ilmiah, 13(3), 235-243.

Setiawan, E., Muttaqin, A. 2015. Implementation of K-Nearest Neighbors Face Recognition on Low-power Processor. Telkomnika. (Online) http://journal.uad.ac.id/index.php/TELKOMNIKA/article/viewFile/713/pdf_233

Singh M.A. & Kukreja V., 2018. Contemporary Study of Face Recognition Systems for Attendance Autonomous Systems. Journal of Management, Technology And Engineering. (online) http://ijamtes.org/gallery/29-dec.pdf.

Suharso, A. 2016. Pengenalan Wajah Menggunakan Metode Viola-Jones dan Eigenface Dengan Variasi Posisi Wajah Berbasis Webcam. Jurnal Ilmu Komputer & Teknologi Informasi Vol 1 No : 2, Oktober 2016.

The Japanese Female Facial Expression (JAFFE) Database. Available: http://www.kasrl.org/jaffe.html

Viola V. & Jones M., 2001. Robust Real-time Object Detection. International Workshop On Statistical And Computational Theories Of Vision – Modeling, Learning, Computing, And Sampling. (Online) https://www.cs.cmu.edu/~efros/courses/LBMV07/Papers/viola-IJCV-01.pdf.

Wang, S., Wen, G. & Cai, H. 2017. Research On Face Detection Based On Fast Haar Feature. 2017 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI 2017). Changchun Observatory, National Astronomical Observatories, CAS, China.

Zapletal B, O, 2017. Image Recognition By Convolutional Neural Networks-Basic Concept. https://www.vutbr.cz/www_base/zav_prace_soubor_verejne.php?file_id=146227

Zadeh, M. M. T, Imani, M. & Majidi, B.2019. Fast Facial emotion recognition Using Convolutional Neural Networks and Gabor Filters. 5th Conference on Knowledge-Based Engineering and Innovation, Iran University of Science and Technology, Tehran, Iran.

##submission.downloads##

Diterbitkan

2023-09-30

Cara Mengutip

Meri Nova Marito Br Sipahutar, Ade Linhar, Sardo Pardingotan Sipayung. (2023). Penerapan Adaboost Pada Algoritma Viola Jones Untuk Deteksi Wajah. Jurnal Elektronika Dan Teknologi Informasi, 4(2), 1-5. https://doi.org/10.5201/jet.v4i2.409

Terbitan

Bagian

TABEL OF CONTENT