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Comparison of deep learning methods for segmenting coarse-grained brain structures on the SchizBull 2008 testing dataset.
| Methods | CNNs | Parameters | Dice Score (mean ± standard deviation) |
|---|---|---|---|
| U-Net (Çiçek et al., 2016) | 3D | 6.444 × 106 | 0.857±0.097 |
| SD-Net (Roy et al., 2017) | 2D | 5.7 × 105 | 0.856±0.098 |
| U-Net (Ronneberger et al., 2015) | 2D | 5.178 × 106 | 0.862±0.096 |
| QuickNAT V2 (Roy et al., 2018) | 2D | 3.551 × 106 | 0.862±0.095 |
| ACEnet | 2D | 4.142 × 106 | 0.881±0.074 |
