Smart ID Detection

Methodology & Results

Printable summary page for project review, viva, and submission packets.

Pipeline

Camera frame ingest → CA-YOLO detection (person + card) → no-ID rule check → InsightFace identification → structured alert packet to staff.

Core metrics

  • mAP@50 (all): 98.6%
  • mAP50-95 (all): 85.0%
  • Inference latency: 11.2 ms/frame

Key modules

  • CBAM attention
  • Coordinate attention
  • P2 micro-head
  • Wise-IoU loss