Table 4.
Composition of training, validation and testing set used throughout the paper. The asterisk (*) indicates submillimeter datasets are resampled to 1.0 mm.
| Usage | Datasets (subjects) | n | |
|---|---|---|---|
| Training | Mix | HCP (30), RS (30), ADNI (15), LA5C (16), MIRIAD (7), OASIS1 (14), OASIS2 (8) | 120 |
| No 0.8 mm | HCP (60), ADNI (15), LA5C (16), MIRIAD (7), OASIS1 (14), OASIS2 (8) | 120 | |
| No 0.7 mm | RS (60), ADNI (15), LA5C (16), MIRIAD (7), OASIS1 (14), OASIS2 (8) | 120 | |
| Only 0.8 mm | RS (small=60, big= 120) | 60/120 | |
| Only 1.0 mm | HCP* (30), RS* (30), ADNI (15), LA5C (16), MIRIAD (7), OASIS1 (14), OASIS2 (8) | 120 | |
| Mix (Big) | HCP (30), RS (30), ABIDE-I (68), ADNI (215), IXI (400), LA5C (203), MBB (195), MIRIAD (30), OASIS1 (79), OASIS2 (65) | 1315 | |
| Validation | Mix (Big), No 0.8 mm, No 0.7 mm | HCP (20), RS (20), ADNI (8), LA5C (9), MIRIAD (7), OASIS1 (11), OASIS2 (5) | 80 |
| Only 0.8 mm | RS (20) | 20 | |
| Only 1.0 mm | HCP* (20), RS* (20), ADNI (8), LA5C (9), MIRIAD (7), OASIS1 (11), OASIS2 (5) | 80 | |
| Testing | Mix | HCP (80), RS (80), ABIDE-II (25), ABIDE-I (20), ADNI (40), IXI (43), LA5C (15), OASIS1 (30), OASIS2 (17) | 350 |
| No 0.7 mm, No 0.8 mm | HCP (80), RS (80), ABIDE-II (25) | 185 | |
| Manual Labels | RS (6), Mindboggle (78) | 84 | |
| Only 0.8 mm, Only 1.0 mm | RS (102), HCPL (10), ABIDE-I (20), ADNI (40), IXI (43) LA5C (15), OASIS1 (36), OASIS2 (17) | 259 | |
| Mix (Big) | HCP (80), RS (80), ABIDE-II (25), ABIDE-I (20), ADNI (40), IXI (43), LA5C (15), OASIS1 (35), OASIS2 (17) | 355 |