The many knocked down, shared e-scooters & bikes in Berlin, strengthened by a recent German government decision to further allow their (better regulated) parking in pedestrian areas, but also looked into the wider market need for such a solution - like the added risk of follow-on accidents by fallen-over vehicles on walk- & cycleways, and the optical eyesore they create.

What it does

Detects knocked down scooters & bikes. The AI presumably identifies brands and positions/uprightness of vehicles, based on shapes, colors and saddle position.

How I built it

Azure Custom Vision trained models

Challenges I ran into

Find enough, freely available pictures of scooters/bikes lying around (nextbike was particularly hard).

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