MUHAMMAD ZAIN UL ABDIN. Fine-Tuning YOLOv8 for Top-View Vehicle Detection: Dataset Preparation, Training, and Performance Analysis for Traffic Surveillance. Machines and Algorithms, [S. l.], v. 5, n. 01, p. 3–12, 2026. DOI: 10.66108/mna.v5i01.88. Disponível em: https://knovell.org/MnA/index.php/ojs/article/view/88. Acesso em: 11 aug. 2026.