Some blame lies with technologists, many a time I have been downvoted right here for suggesting autonomous driving is not round the corner.
As someone who only sells products using ML, I find the discussion here inorganic.
As someone who only sells products using ML, I find the discussion here inorganic.
Maybe most of the blame.
But consider this: If a human had the same problem, who would be blamed? If several humans, then the road would be changed, just like this. The process seems sound, but maybe the changes that make it more human-friendly make it more machine-hostile.
New thinking is needed on how we retrain machines after the change, as it necessitates uniformity - the machine would benefit with fewer variations in cattle grids for example. I reckon a simple change to the road markings for all cattle grids would be enough to make them logically identical - be it paint or signs or some other physical indicator.
Though I don't think fully autonomous driving will be possible in near future. There are too many edge cases.