HuBMAP + HPA -- Hacking the Human Body

Our Winstars team has recently participated in a Kaggle competition. HuBMAP HPA -- Hacking the Human Body finished in 95th place with a bronze medal among 1175 contenders. In this paper, we would like to present our solution and highlight all the essential techniques used. A big part of the given solution can be carried over to other deep-learning tasks with little or no modifications. The paper is structured as follows: first, we briefly present the competition and its main challenges.