Well NYC is a city for pedestrians primarily, and for drivers only secondarily. Vastly more people walk through a midtown Manhattan intersection than drive. So yes -- unless a car is immediately coming, you and everyone else will cross the street regardless of the signal. Cars are the minority in what is primarily a pedestrian zone, numerically.

LA is generally the opposite -- it's a city for drivers, not for pedestrians. So the norms are different.