I always suggest to my friends to include a bit of text because of that very reason. Even just a paragraph about the shoot, or the day, or how you set up the shot, or whatever, helps with people upvoting. When it's just the shot, it has to stand on it's own and really capture the audience. A bit of text grabs their attention and makes them spend a bit more time looking.