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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Bulletin of Electrical Engineering and Informatics DINAMIKA DOTCOM Jurnal EECCIS Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Sistem dan Informatika JAIS (Journal of Applied Intelligent System) Jurnal IPTEK Journal of Animation & Games Studies Edu Komputika Journal SMARTICS Journal IDENTIFIKASI: Jurnal Ilmiah Keselamatan, Kesehatan Kerja dan Lindungan Lingkungan J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Antivirus : Jurnal Ilmiah Teknik Informatika JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Kumawula: Jurnal Pengabdian Kepada Masyarakat Abdimas Universal JATI (Jurnal Mahasiswa Teknik Informatika) International Journal of Science, Engineering and Information Technology Jurnal Minfo Polgan (JMP) Jurnal Pengabdian Kepada Masyarakat Jurnal Teknik Ilmu dan Aplikasi Jurnal Informatika Polinema (JIP) Jurnal Pengabdian Kepada Masyarakat Jurnal ilmiah teknologi informasi Asia
Dimas Wahyu Wibowo
Politeknik Negeri Malang
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Journal : Bulletin of Electrical Engineering and Informatics

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YOLO-based object detection performance evaluation for automatic target aimbot in first-person shooter games Asmara, Rosa Andrie; Rahmat Samudra Anugrah, Muhammad; Wibowo, Dimas Wahyu; Arai, Kohei; Burhanuddin, Mohd Aboobaider; Handayani, Anik Nur; Damayanti, Farradila Ayu
Bulletin of Electrical Engineering and Informatics Vol 13, No 4: August 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i4.6895

Abstract

First-person shooter (FPS) focuses on first-person perspective action gameplay, with gunfights usually giving the player a choice of weapons, significantly impacting how the player approaches or strategies. General military-themed FPS games have realistic models with actual weapons’ shapes and characteristics. This type of game requires high aiming accuracy while using a mouse on a PC. However, not all players have a fast response time in knowing the surrounding situation. New players may need aid when targeting enemies in the FPS world. One popular yet underhanded method is injecting a program code using a dynamic-link library (DLL) to manipulate memory and asset data from the game. Instead of DLL, we promote a novel approach using the player’s real-time game screen, detecting the person without injecting program code into the game. The you only look once (YOLO) algorithm is used as an object detector model since it can process images in real time for up to 45 frames per second. The proposed object detection has an outstanding performance with 65% accuracy, 98% precision, and 61% recall of 51 tests for each game. YOLO’s fastest detection speed produces an average of 35 FPS on the YOLO tiny variant using a mixed precision (half) graphics processing unit (GPU).
Co-Authors Abdallah Darussalam Chandra Adetya Ravandhika Adn Maulidya Handah Putri Afifah Nabila Ramadhani Ahmad Kofi Anan Farizqi Muslik Aidana Rusfalia Akhlis Rizza, Muhammad Al Husein, Muhammad Alhamda, Syahdanny Aliefian Dio Bramantya Amin Anis Kuddah Amirulloh, Reffan Pandu Ananta, Ahmadi Yuli Andra Irwanto Angelita Justien Jumadi Anggaresta, Vega Anik Nur Handayani Annisa Fitriana Arif Ramadhan Auliza Alifin Nadhiro Bagas Satya Dian Nugraha Bramantya, Aliefian Dio Budi Harijanto, Budi Burhanuddin, Mohd Aboobaider Cahaya Puspitaningrum, Ari Candra Bella Vista Damayanti, Farradila Ayu Deasy Sandhya Elya Dhebys Suryani Hormansyah Dityo Cahyo Anggoro Diva Raissa Nabilah Dwi Puspitasari Eka Larasati Eka Larasati A Eka Larasati Amalia Ekojono Ekojono Ekojono, Ekojono Elok Nur Hamdana Erfan Rohad Farida Ulfa Fikron Nisa’, Zainab Floresko, Septian Caesar Fredy Perdana Anggara Selfiyan Hamdanah, Elok Nur Hanayeen, Nadia Haryo Bagus Setyawan Hendra Pradibta Hermansyah, Mas’ud Ika Kusumaning Putri Ika Kusumaning Putri Imam Hamdani, Tigor Irsyad Arif Mashudi Irsyadha Alfyrdhousi Redhysyahputra Ivan Abdurrafie Jumsari Jumsari Khairul Umam Khairy, Muhammad Shulhan Kohei Arai Komeyni Rusba Kusumawardana, Arya Leni Saputri Leni Saputri Liku, James Evert Adolf Luqman Affandi M. Rahmat Samudra Maha Setya Adi Putra Mas’ud Hermansyah Matiin, Zarkasyi Maulidiyah, Fitrotul Meida Hersianty, Venny Meuti Zari Annisa Moechammad Sarosa Muhammad Aziz Muslim Muhammad Shulhan Khairy Murtadlo, Muhammad Aliyul Mustika Mentari Odhitya Desta Triswidrananta Okta Chandika Salsabila Perkasa, Muhammad Adisa Putra Pramana Yoga Saputra Pramitarini, Yushintia Putra Prima Arhandi, Putra Prima Rahardhiyan Wahyu Putra Rahmad, Cahya Rahmat Samudra Anugrah, Muhammad Rawansyah Rawansyah Retno Damayanti Retno Tri Hariati Ririd, Ariadi Ridwan Rismanto Rinto Rinto Rizky Ardiansyah Rokhman, Syaiful Roki Syah Al Zarkasi Rosa Andrie Asmara Rosy Aprieza Puspita Zandra Rusfalia, Aidana Sekarsari, Putri Septa Sintiya, Endah Septian Enggar Sukmana Septian Jaya, Ariono Shulhan Khairy, Muhammad Siti Rohani Sulthon Fuad P., Aldhihamda Suryani, Dhebys Syahrizal, Muhammad Dio Unggul Pamenang, Muhammad Wilda Imama Sabilla Yushintia Pramitarini Zarkasyi Matiin