The Safety Gear Detection application demonstrates using AI detection to identify if employees are wearing both their hard-hats and their high-visibility vests.
The application includes a metrics overlay showing the camera, display, and inference timing details.
The Safety Gear Detection application contains two different models running: a person detection model and a safety-gear detection model. Statistics for each model will be noted separately where applicable. Because there are two models running, overall inference FPS is impacted.
Reported FPS and Resolutions
|Item||Frames per Second||Resolution|
|Inference||18.00 (total)||320x320 (person detection and safety detection)|
Inference Timing Details
|Item||Timing, person detection (ms)||Timing, safety detection (ms)|
|Time to load the frame into the model||1.81||7.85|
|Running model inference on the frame||7.95||40.1|
The model used in this application was trained with the following specific personal protection equipment:
- Hard-hats - Pyramex Cap Style 4-Point Ratchet Suspension Bump Cap (yellow)
- High-Visibility vests - Pioneer Tear-Away Traffic High Visibility Safety Vest