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. 2021 Jan 6;8(1):010901. doi: 10.1117/1.JMI.8.1.010901

Table 3.

Evaluating the effect of pre-processing on classification and Segmentation tasks in terms of validation accuracy. Bolded values indicate the improved results.

Task Image type Criteria With pre-processing (%) No pre-processing (%)
Classification MR Accuracy 73.30 68.74
CT Accuracy 82.28 77.72
Segmentation MR Mean Abs. Err. 2.73 47.64
Dice 98.64 81.74
CT Mean Abs. Err. 3.68 19.99
Dice 98.25 95.25