When my editor asked me to comb through the latest dispatch of street-style images in the pursuit of boot styling ideas for spring, I was struck by the sheer lack of variety of footwear on display.

Abstract: While recent supervised methods for reference-based object counting continue to improve the performance on benchmark datasets, they have to rely on small datasets due to the cost associated ...