Real-Time Weapon Detection Using Enhanced YOLO12 Models and a Custom Dataset
The paper presents a customized version of the YOLOv12 model that enables better detection of small, occluded, and low-contrast weapons in video sequences while maintaining high precision and real-time inference speed. The new model integrates: 1) loss reweighting strategy that emphasizes small objects’ contributions d...