If self-driving vehicles are tested on public streets, all data generated should be public. Companies should be cooperating, not competing, on "don't hit telephone poles" and "don't run over children".
The models are predicated a specific set of hardware ( which camera, what fidelity LiDAR, but even something as simple as “what’s the frame rate” can have a difference)