Here's an interesting test case for "context-aware" machine perception: the UK's Hazard Perception test for new drivers. You sit at a computer and are shown 15

Here's an interesting test case for "context-aware" machine perception: the UK's Hazard Perception test for new drivers. You sit at a computer and are shown 15 recordings of everyday road scenes, from the drivers view, and you have to click when a "developing hazard" appears. It's quite an annoying test, since what counts as a "developing hazard" is not clearly defined, but the intention is that practicing for the test trains your subconscious to scan for minor cues -- e.g., a car rapidly approaching from a side road (which will likely pull out without stopping), or two pedestrians finishing their conversation and one turning to face the street (they will likely step out into the road). https://www.gov.uk/theory-test/hazard-perception-test https://www.gov.uk/theory-test/hazard-perception-test https://www.youtube.com/watch?v=SdQRkmdhwJs https://www.youtube.com/watch?v=SdQRkmdhwJs