US434: AI-BASED SMART MARKSMANSHIP SCORING SYSTEM

TAN WAI HONG UNIVERSITI TUN HUSSEIN ONN MALAYSIA

Provides a scalable digital future for military training through computer vision by substituting a resource-intensive manual process with an integrated AI solution. During real-time training, Type 1 (Live Detect) offers real-time inference on YOLOv5-based models from a video feed using RTSP, delivering live feedback and STRIDE threat analysis to improve safety and efficiency. For post-training, Type 2 (Static Mode) serves as a mobile-first analytics system, using Homography for perspective adjustment and radial raycasting for mathematical accuracy with smartphone inputs. Through hardware-agnostic assets and human bias removal, this innovation provides scalable high precision solution for sustaining professional standards via computer vision.