In recent years, the field of computer vision has matured to create impact across several modalities of data, starting from non-photo realistic applications such as sketches and visual diagrams to photo realistic simulations to using real data captured by users on their mobile phones. We present a suite of challenges requiring different levels of comprehension for different level of modalities.