Wikipedia articles are missing images, and Wikipedia images are missing captions. A scientific competition organized by the Research team at the Wikimedia Foundation could help bridge this gap. The WMF is also releasing a large image dataset to help researchers and practitioners build systems for automatic image-text retrieval in the context of Wikipedia.