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Or you have a heavy, inbalanced object in your car you don't want sliding, something fragile in tow you don't want to have fast decelaration, or just don't have super-human reaction time since some light have extremely fast yellows.

Or, a deer jumped out on the side and you briefly looked away at it.

Or you could tell the driver behind you wasn't slowing down, so the safer option is to go.

Or. Or. Or. Real life is messy, and there's a million reasons to go though a yellow instead of slowing down.

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Most of those excuses just make you a bad driver.
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> Most countries even have cops judge the tickets, just to already filter out those weird cases. The registration is done by a robot, but the policing is still done by a human.

This is common in the US as well. The machine takes the picture, filters out the illegible ones, and sends the rest to an actual officer who will issue the ticket.

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Huh? No, you don't stop if it turns yellow, you yield.
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