Table 2 Performance of INHEARIT fine-tuned with item 2 (SA, moderate augmentation) with various dataset combinations.

From: Automated measurement of hydrops ratio from MRI in patients with Ménière’s disease using CNN-based segmentation

Experiment

Number of Original Patches

Dataset

Augmentation

IoU

(Avg ± SD)

IoU(2)a

4

110

SA → FA

Low

0.686 ± 0.026

+

Moderate

0.724 ± 0.030

+

High

0.749 ± 0.013

+

5

372

SA → FASA

Low

0.702 ± 0.032

+

Moderate

0.760 ± 0.014

+

High

0.761 ± 0.036

+

6

60

SA → FA’

Low

0.610 ± 0.040

Moderate

0.743 ± 0.031

+

High

0.716 ± 0.027

+

7

322

SA → FA’SA

Low

0.642 ± 0.025

+

Moderate

0.678 ± 0.018

High

0.674 ± 0.016

  1. IoU = intersection-over-union; Avg = average; SD = standard deviation; SA = selectively annotated dataset; FA = fully annotated dataset; FA’ = main organs only in FA, FASA = both SA and FA, FA’SA = main organs only in FASA; IoU = intersection-over-union.
  2. aLoss (−) or gain (+) in IoU compared with Experiment 2 in Table 1 at the same augmentation scale.
  3. Numbers in bold indicate the highest performance for each item.