io9 does a roundup of films that were actually successful on production-versus-take, despite what people may think. A few surprises, a few non-surprises, and an unholy truth about The Last Airbender.
Honestly, the idea something is a flop, unpopular, unsuccessful can easily go meme, and obscure the reality of the situation.