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.
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