In ACRE (Agri-food Competition for Robot Evaluation), autonomous robots compete to demonstrate their ability to perform agricultural tasks (such as removing weeds or surveying crops down to individual-plant resolution) requiring autonomous capabilities (such as discriminating crops from weeds or moving through crops without damaging the plants). These abilities are crucial for the transition of Europe to Agriculture 4.0, where precision agriculture is supported by Artificial Intelligence and Robotics.