Table 3 Ablation study results.

From: Convolutional neural network-based classification of craniosynostosis and suture lines from multi-view cranial X-rays

Preprocessing configuration

F1

Sen

Spec

Pre

Acc

No preprocessing

0.822

0.786

0.965

0.863

0.929

W/o cropping

0.833

0.804

0.967

0.865

0.932

W/o head-pose standardisation

0.895

0.911

0.970

0.879

0.955

W/o X-ray marker removal

0.914

0.946

0.971

0.883

0.962

W/o hist equalisation

0.926

0.893

0.991

0.962

0.970

Proposed preprocessing methods

0.973

0.964

0.995

0.982

0.989

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