AI traffic lights with Texas Instruments AM62A and Edge Impulse.
A model is trained to recognize motorcycle riders with and without helmets. That model is loaded into TI AM62A. A regular webcam will send pictures for local inference. Inference values will be sent to a server.
A separate WiFi device - Unihiker with Debian/Python - will query the server to determine if red traffic light will switch to green.
Texas Instruments AM62A Unihiker board USB Webcam Web server/PHP
https://docs.edgeimpulse.com/experts/image-projects/motorcycle-helmet-detection-smart-light-ti-am62a
https://studio.edgeimpulse.com/public/295740/latest (Trained with Lego)
https://www.thingiverse.com/thing:6277702
https://www.youtube.com/watch?v=YR2Mjf_unmU
@RoniBandini