Abstract Cocoa hybridisation generates new varieties which are resistant to several plant diseases, but has individual chemical characteristics that affect chocolate production. Image analysis is a useful method for visual discrimination of cocoa beans, while deep learning (DL) emerged as the de facto technique image processing . However, these algorithms require large amount data and careful t...