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All Journal International Journal of Electrical and Computer Engineering Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Simantec Jurnal Teknologi Informasi dan Ilmu Komputer JOIV : International Journal on Informatics Visualization Knowledge Engineering and Data Science ILKOM Jurnal Ilmiah SENTIA 2017 Kumawula: Jurnal Pengabdian Kepada Masyarakat Jurnal Teknologi Informasi dan Terapan (J-TIT) Buletin Ilmiah Sarjana Teknik Elektro Indonesian Journal of Electrical Engineering and Computer Science JAMI: Jurnal Ahli Muda Indonesia International Journal of Engineering, Science and Information Technology Jurnal Pengabdian pada Masyarakat Ilmu Pengetahuan dan Teknologi Terintegrasi Jurnal Teknik Ilmu dan Aplikasi Jurnal Informatika Polinema (JIP) Jurnal Pengabdian Kepada Masyarakat
Rosa Andrie Asmara
Politeknik Negeri Malang
Agriculture, Biological Sciences & Forestry Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Journal : Bulletin of Electrical Engineering and Informatics

 1 
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 Abdurrahman, Raka Admiral Adhiati Kusuma Wardani Adhitama, Dodik Widya Adzikirani Adzikirani Adzikirani, Adzikirani Agustina, Reza Alfan Hadi Permana Alviana, Vita Andjani, Bella Sita Angga Aditya Indra Wiratmaka Anik Nur Handayani Ardiansyah, Muhammad Rizqi Ariadi Retno Tri Ariadi Retno Tri Hayati Ririd Arie Rachmad Syulistyo Arief Prasetyo Arief Prasetyo Arinda, Vivid Ichtarosa Astiningrum, Mungki Astuti, Ely Setyo Atiqah Nurul Asri Awan Setiawan Bella Sita Andjani Burhanuddin, Mohd Aboobaider Candra Bella Vista Choirina, Priska Christine, Anastasia Merry Citra Nurina Prabiantissa Citra Nurina Prabiantissa Damanhuri, Nor Salwa Damayanti, Farradila Ayu Deddy Kusbianto P. A Deddy Kusbianto Purwoko Aji Dhika Ainul Luthfi Dika Rizky Yunianto Dimas Wahyu Wibowo Dolly Indra DWI PUSPITASARI Dwi Puspitasari Dwi Puspitasari Eka Larasati Amalia Ekojono, Ekojono Elok Nur Hamdana Era Chalis Kurniangesti Erfan Rohadi Faisal Rahutomo Fitriana Nur’Aini D Fitriana, Aliza Rizqi Galang Audi Pramasha Gunawan Budi P Habibie Ed Dien Hapsari, Ratih Indri Hendrawan, Muhammad Afif Imam Fahrur Rozi Indra Wiratmaka, Angga Aditya Kohei Arai Kohei Arai Kohei Arai Kristinanti Charisma Kurniangesti, Era Chalis Kusbianto P. A, Deddy Kusbianto P. A Kusumaningtyas, Sella Laistulloh, Dika Fikri lilis nurhayati M. Rahmat Samudra M. Unggul Pamenang Muhammad Ainur Ilmy Muhammad Ridwan Musthafa, Muhammad Bisri Mustika Mentari Nadhifatul Laeily Nalendra, Adimas Ketut Ngatmari, Ngatmari Noprianto, Noprianto Nur’Aini D, Fitriana Nurudin Santoso Odhitya Desta Triswidrananta Permana, Alfan Hadi Pramasha, Galang Audi Primadhana, Yoga Andri Qonitatul Hasanah Rahmad, Cahya Rahman, Mochamad Faisal Rahmanto, Anugrah Nur Rahmat Samudra Anugrah, Muhammad Rakhmat Arianto Reza Agustina Robertus Romario Rokhman, Syaiful Ronilaya, Ferdian Rudy Ariyanto Ryan Rifqi Arista Sabita, Almira Rahma Santoso, Nurudin Sari, Irawati Nurmala Sella Kusumaningtyas Shoumi, Milyun Ni’ma Siradjuddin, Indrazno Siska Stevani Siti Romlah Stevani, Siska Syaiful Rokhman Taw, Phillip Tri, Ariadi Retno Triswidrananta, Odhitya Desta Ulfa, Farida Ulla Delfana Rosiani Usman Nurhasan Veithzal Rivai Zainal Vita Alviana Vivin Ayu Lestari Wahyu Sakti Gunawan Irianto Wardani, Adhiati Kusuma Wilda Imama Sabilla Yan Watequlis Syaifudin Yoga Andri Primadhana