Earthquake early warning (EEW) systems issue alerts in the brief interval between the first P-waves and the arrival of strong S-waves or surface waves. Traditional algorithms degrade under heterogeneous, noisy conditions, motivating complementary artificial intelligence (AI) approaches. However, most previous studies emphasized model accuracy alone; we provide a benchmark of modern deep-vision backbones within a standardized t...