Research Article
Versatile Framework for Medical Image Processing and Analysis with Application to Automatic Bone Age Assessment
Table 1
Comparison of different deep-learning-based methods on BAA task with respect to MAE and dataset size.
| | Method | Feature | Dataset size | MAE (m) | Training epoch |
| | Zhou et al. [29] | Transfer learning | 1100 | 8.63 | 40 | | Spampinato et al. [3] | BoNet (CNN) | 1400 | 9.48 | 150 | | Lee et al. [5] | Transfer learning | 9325 | 11.16 (M)/9.84 (F) | 100 | | Iglovikov et al. [4] | Transfer learning | 12611 | 6.30 (M)/6.10 (F) | — | | Proposed method | PTL | 12611 | 5.991 (M)/6.263 (F) | <75 |
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