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At night that same pedestrian probably is a quite significant infrared emitter.

Matte black cars, not so much.

I'd expect the exhaust in rear and the engine compartment in front to strongly radiate infrared on most of the cars on the road.

Car parked on side of road?

I think license plates and tail lights are reflective