The Stanford dogs dataset (on which the StanfordExtra dataset is based) was built using the ImageNet-1k dataset. So, it is likely that the models pretrained on the ImageNet-1k dataset would be useful for this task. We will use a MobileNetV2 pre-trained on this dataset as a backbone to extract meaningful features from the images and then pass those to a custom regression head for predicting coordinates.