In order to address the challenges of identifying, detecting, and tracking moving objects in video surveillance, this paper emphasizes image-based dynamic entity detection. It delves into the ...

Unlike previous studies, this work presents the performance of YOLOv3, YOLOv5, and YOLOv8 on a dataset processed in RGB, HSV, LAB, and YCbCr color spaces for a deeper analysis of model performance ...