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REFERENCE OBJECTS
20
BEST MODEL
YOLOv11
BEST RECALL
95%
TARGET USE
SECURITY

One-Shot / Visual Prompt Detection Benchmark

Compare object detection models for security, UAV, traffic monitoring, and public safety operations.

Model Detected Recall Latency Best Use Case Status
YOLOv11 19 / 20 95% 18 ms Real-time security / traffic BEST
Grounding DINO 20 / 20 100% 220 ms Visual prompt search HIGH ACCURACY
Florence-2 17 / 20 85% 180 ms Caption + detection GOOD
Open-Vocabulary Detector 16 / 20 80% 140 ms Unknown object detection GOOD
Baseline Detector 11 / 20 55% 40 ms Legacy camera analytics LOW

Detection Performance

YOLOv11 — 95%
Grounding DINO — 100%
Florence-2 — 85%
Open-Vocabulary Detector — 80%

Security Targets

TargetPurpose
VehicleTraffic analytics, watchlist, intrusion detection
PersonAccess control, suspicious behavior, restricted area detection
Drone / UAVAirspace monitoring and defense operations
License PlateWatchlist search and vehicle tracking