Morgan Nordstrom

Representation Risk in Pretrained Image Encoders

This paper compares ten modern and legacy frozen encoders across applications involving house prices, racehorse performance, breast-cancer histology, chest radiographs, continuous facial age, and rice disease, and implements a simple workflow to benchmark plausible representations, select on locked validation data, com...