Social media are not the only source of good training data, have you seen how many security cameras are in London, for example? Hint: a very very very large number. Or traffic cams pretty much anywhere?
To be training data it also has to be labelled - security camera footage alone is not a good source of training data, unless it can be correlated e.g. with swipes of an ID card through a door or something, to provide the label.