The goal is to achieve efficient multitarget detection of everyday objects and to improve the accuracy and recall of the detection algorithm. To this end, an improved YOLOv8 algorithm (YOLOv8 - CBW3) ...

Pedestrian.py detects and tracks pedestrians and PWDs using a trained model and tracking. Vehicle.py counts vehicles in zones. Program.py manages the Raspberry Pi camera, processes frames, and handles ...

Additionally, we design an instance-level loss to supervise anomaly detection at the object level. Our method effectively mitigates interference from dynamic backgrounds, improves the detection of ...