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Try checking out Facebook’s Detecteon2 for Mask-RCNN (https://github.com/facebookresearch/detectron2). They have a really useful Google Colab tutorial that goes over training a model for identifying just balloons, however their model has an option for adding multiple classes (i.e. e-bike, bike, human, etc.). Mask-RCNN is pretty good at object detection and while it is more than what you need for classification, it’s useful for training on a smaller image dataset