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Supporting the current trend in the AI community, we present the AI Journey2021 Challenge called Fusion Brain, the first competition which is targeted tomake the universal architecture which could process different modalities (inthis case, images, texts, and code) and solve multiple tasks for vision andlanguage. The Fusion Brain Challenge combines the following specific tasks:Code2code Translation, Handwritten Text recognition, Zero-shot ObjectDetection, and Visual Question Answering. We have created datasets for eachtask to test the participants' submissions on it. Moreover, we have collectedand made publicly available a new handwritten dataset in both English andRussian, which consists of 94,128 pairs of images and texts. We also propose amultimodal and multitask architecture - a baseline solution, in the center ofwhich is a frozen foundation model and which has been trained in Fusion modealong with Single-task mode. The proposed Fusion approach proves to becompetitive and more energy-efficient compared to the task-specific one.

Many Heads but One Brain: Fusion Brain -- a Competition and a Single Multimodal Multitask Architecture