Despite the increasingly important role played by image memes, we do not yet have a solid understanding of elements that might make meme go viral on social media. In this paper, investigate what visual distinguish memes are highly media from those get re-shared, across three dimensions: composition, subjects, and target audience. Drawing research in art theory, psychology, marketing, neuroscien...