IMPLEMENTASI COMPUTER VISION UNTUK MENANGKAP CITRA KENDARAAN DALAM PENERAPAN PARKIR CASHLESS DI BATAM
DOI:
https://doi.org/10.33884/comasiejournal.v11i2.9058Kata Kunci:
AI, Machine Learning, Computer Vision, YOLO v8, Cashless Parking, BatamAbstrak
This study aims to create an automatic parking system using Computer Vision technology to reduce vehicle flow congestion in parking areas, specifically in Batam. Traffic congestion in parking areas is a common issue in Batam, and the application of Deep Learning technology, especially Computer Vision, is expected to address this problem. Vehicle image data is collected, cleaned, and labeled to facilitate the training process of the YOLO v8 model. The model is then tested with existing data and further tested using a camera. Through this system update, it is hoped to assist parking management in minimizing vehicle flow congestion in parking areas.
Referensi
Programming?. PPIG. https://www.ppig.org.
Budiarti, R. P. N., Nugroho, B. W., Ayunda, N., & Sukaridhoto, S. (2023). Drowsy Eyes and Face Mask Detection for Car Drivers using the Embedded System. Register, 9(1), 86–94. https://doi.org/10.26594/register.v9i1.2612.
Pramana, E. (2024, March 15). Alat pembayaran cashless: Pengertian, contoh, dan manfaatnya. Aspire. Retrieved from https://aspireapp.com/id-ID/blog/alat-pembayaran-non-tunai-cashless
Darapaneni, N., Mogeraya, K., Mandal, S., Narayanan, A., Siva, P., Paduri, A. R., Khan, F., & Agadi, P. M. (2020). Computer Vision based License Plate Detection for Automated Vehicle Parking Management System. 2020 11th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON), 0800–0805. https://doi.org/10.1109/UEMCON51285.2020.9298091.
Fang, J., Jiang, Y., Jiang, C., Jiang, Z. L., Yiu, S.-M., & Liu, C. (2023). State-of-the-art optical-based physical adversarial attacks for deep learning computer vision systems. arXiv. http://arxiv.org/abs/2303.12249.
Gautama Putrada, A., & Prabowo, S. (n.d.). Live Monitoring Parkiran Mobil Menggunakan CCTV dan Computer Vision.
Han, K. H., Bae, S. M., & Jeong, D. M. (2013). A Matrix-Based Approach to the Facility Re-Layout Problem. International Journal of Mathematical Models and Methods in Applied Sciences, 7(5), 584–591.
Hestness, J., Ardalani, N., & Diamos, G. (2019). Beyond Human-Level Accuracy: Computational Challenges in Deep Learning. arXiv. http://arxiv.org/abs/1909.01736.
Saragih, S. P. (2019). TECHNOLOGY ACCEPTANCE OF DIGITAL PAYMENT SYSTEM PADA PELAKU UMKM DI KOTA BATAM. Computer Based Information System Journal, 7(2), 82–90. https://doi.org/10.33884/cbis.v7i2.1402 Saragih, S. P., & Nopriadi, N. (2019). Pengaruh Budaya Terhadap Actual Use Digital Payment System Pada Pelaku UMKM di Kota Batam. Journal of Applied Informatics and Computing, 3(2), 63–67. https://doi.org/10.30871/jaic.v3i2.1646
Komitmen BP Batam Wujudkan Peningkatan Nilai Investasi. (2024). BP Batam. Retrieved from https://bpbatam.go.id/komitmen-bp-batam-wujudkan-peningkatan-nilai-investasi.
Lee, H., Chatterjee, I., & Cho, G. (2023). A Systematic Review of Computer Vision and AI in Parking Space Allocation in a Seaport. Applied Sciences, 13(18), 10254. https://doi.org/10.3390/app131810254.
Redmon, J., Divvala, S., Girshick, R., & Farhadi, A. (2015). You Only Look Once: Unified Real-Time Object Detection. arXiv preprint arXiv:1506.02640.
Scaling Machine Learning Models for Large Data - A 2023 Guide. (2024). MarkovML. Retrieved from https://www.markovml.com/blog/model-scalability.
Syahril Effendy. (2023). Analisis Efektifitas Dan Kontribusi Penerimaan Pajak Parkir Terhadap Pendapatan Asli Daerah Di Kota Batam.
Glenn Jocher, Rizwan Munawar, Ayush Exel. (2024). Home - Ultralytics YOLOv8 Docs. Ultralytics. Retrieved from https://docs.ultralytics.com/.
Demush, R. (2019, February 26). A brief history of computer vision (and convolutional neural networks). HackerNoon. Retrieved from https://hackernoon.com/a-brief-history-of-computer-vision-and-convolutional-neural-networks-8fe8aacc79f3
Anyoha, R. (2017, August 28). The history of artificial intelligence. Science in the News. Retrieved from https://sitn.hms.harvard.edu/flash/2017/history-artificial-intelligence/
Saragih, S. P. (2018). Implementasi Platform Media Sosial Sebagai Business Support oleh Pelaku Usaha Wisata di Kota Batam. Journal of Applied Informatics and Computing, 2(2), 15–23. https://doi.org/10.30871/jaic.v2i2.1016
Regulatory Framework for Data Processing and CCTV Installation Post-Enactment of the Indonesian Personal Data Protection Law. (2024). A&Co Law. Retrieved from https://aco-law.com/articles/regulatory-framework-for-data-processing-and-cctv-installation-post-enactment-of-the-indonesian-personal-data-protection-law/.
Ini Upaya Pemko Batam Dongkrak Pendapatan Daerah Terutama dari Retribusi Parkir. (2024). Metropolis. Retrieved from https://metro.batampos.co.id/ini-upaya-pemko-batam-dongkrak-pendapatan-daerah-terutama-dari-retribusi-parkir/.
Svanberg, M. S., Li, W., Fleming, M., Goehring, B. C., & Thompson, N. C. (2024). Working Paper Beyond AI Exposure: Which Tasks are Cost-Effective to Automate with Computer Vision?. SSRN. https://ssrn.com/abstract=4700751.