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All Journal International Journal of Advances in Intelligent Informatics Jurnas Nasional Teknologi dan Sistem Informasi Jurnal Inspiration JOIV : International Journal on Informatics Visualization Knowledge Engineering and Data Science JITSI : Jurnal Ilmiah Teknologi Sistem Informasi
Rahmat Hidayat
Department of Information Technology, Politeknik Negeri Padang, Padang, West Sumatera, Indonesia
Computer Science & IT Decision Sciences, Operations Research & Management Engineering Other

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Journal : Knowledge Engineering and Data Science

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Segmentation Method for Face Modelling in Thermal Images Albar Albar; Hendrick Hendrick; Rahmad Hidayat
Knowledge Engineering and Data Science Vol 3, No 2 (2020)
Publisher : Universitas Negeri Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17977/um018v3i22020p99-105

Abstract

Face detection is mostly applied in RGB images. The object detection usually applied the Deep Learning method for model creation. One method face spoofing is by using a thermal camera. The famous object detection methods are Yolo, Fast RCNN, Faster RCNN, SSD, and Mask RCNN. We proposed a segmentation Mask RCNN method to create a face model from thermal images. This model was able to locate the face area in images. The dataset was established using 1600 images. The images were created from direct capturing and collecting from the online dataset. The Mask RCNN was configured to train with 5 epochs and 131 iterations. The final model predicted and located the face correctly using the test image.
Co-Authors - Erwadi Albar Albar Ani Apriani Asmala Ahmad Azizul Azhar Ramli Celine Haren Paschal Cheah WaiShiang Cheah WaiShiang Chong XingZi Eko Mulya Chandra Hendrick Hendrick Hidra Amnur Iwan Tri Riyadi Yanto Iwan Tri Riyadi Yanto Mohd Farhan Md. Fudzee Mohd Yazid Abu Sari Muhammad Asyraf bin Khairuddin Muhammad Asyraf bin Khairuddin Mustafa Mat Deris Norhalina Senan Novita Sari Nurfauza binti Jali Sim Keng Wai Vide Rawi Purnama Ade Vitria Ratna Sari Yana Mazwin Mohmad Hassim Yanti Rosmunie Binti Bujang Yulindon