Andrea Polesello

The Perception–Physics Paradox: Probing Scientific Alignment with TC-Atlas

While Vision Foundation Models (VFMs) excel at predictive tasks on satellite imagery, their performance can arise from visual correlations rather than underlying structural invariants, making certain perception-based out-of-distribution accuracy a poor proxy for scientific utility. As a result, mode…