Study | Subjects | Images | Dimensions | Accuracy | |
AD | MCI | ||||
Basaia et al 8 | 645 | – | 3D | 0.99 | 0.87 |
Feng et al 16 | 193 | – | 3D | 0.95 | 0.86 |
Korolev et al 25 | 111 | 111 | 3D | 0.80 | – |
Liu et al 17 | 193 | – | 3D | 0.85 | – |
Liu et al 18 | 902 | – | 3D | 0.91 | – |
Senanayake et al 26 | – | 322 | 3D | 0.76 | 0.75 |
Hon and Khan* 27 | 200 | 6400 | 2D | 0.96 | – |
Sarraf and Tofighi** 19 | 302 | 62 335 | 2D | 0.99 | – |
Sarraf and Tofighi** 20 | 43 | 367 200 | 2D | 0.97 | – |
Wang et al.** 9 | 98 | 17 738 | 2D | 0.98 | – |
Our | 476 | 3312 | 2D | 0.84 | 0.74 |
*Accuracy before transfer learning=0.74.
†Used MRI slices independently.
AD, Alzheimer’s disease; MCI, mild cognitive impairment.