Table 1 Table of evaluation results for resolution study

From: Deep echocardiography: data-efficient supervised and semi-supervised deep learning towards automated diagnosis of cardiac disease

Resolution Training Accuracy Validation Accuracy Training Time / Epoch
240 × 320 94.49% 87.92% (+/−0.06) 781 s
120 × 160 98.43% 87.82 (+/−0.02) 226 s
60 × 80 99.10% 87.04% (+/−0.05) 104 s
30 × 40 93.57% 82.30% (+/−0.01) 79 s
  1. Validation accuracy plateaus at sub-88% accuracy while training and testing time continue to scale with increasing input resolution.