Digit datasets are widely used as compact, generalizable benchmarks for novel computer vision models. However, modern deep learning architectures have surpassed the human performance benchmark on the current state-of-the-art digit datasets. These datasets largely contain images of digits that are smooth and fully visible, which limits the variab...