Ref. | Reg. | DL Arch. | Pre-Proc. | Features | Dataset | Size | Accuracy |
---|---|---|---|---|---|---|---|
[33] | WB | SAE-3D, CNN | NM | CBF | ADNI | 755 (AD, MCI, HC) | 3-way 89.47%, AD vs. HC 95.39%, AD vs. MCI 86.84%, HC vs. MCI 92.11% |
[31] | CNN | MC, STC, SS, HPF, SN, WMS, MD | SSIF | ADNI | 52 AD\(^3\), 92 HC\(^3\), 211 AD\(^1\), 91 HC\(^1\) | 99.9%\(^3\), \(^{5\alpha }\), 98.84%\(^1\), \(^{5\alpha }\) | |
[53] | CNN | MC, SST, HPF | SSIF | ADNI | 28 AD, 15 NC | 96.86%\(^{5\alpha }\) | |
[43] | CNN | SN, BC, MD | CBF | ADNI | 33 AD, 22 LMCI, 49 MCI, 45 HC | 98.88% | |
[42] | CNN | INUC, DC, NM | ADNI | 193 AD, 151 HC | Class Score 95%\(^{5\alpha }\) | ||
[69] | DNN | HPCV, CFV, LVV, ECT, MMSE | ADNI | 60 AD, 60 HC, 60 cMCI 60 MCI | 34.8%\(^{10\alpha }\) | ||
[36] | 3D-CNN | CR, TE, IRE, IN | 3D CBF | ADNI | 199 AD, 141 NC; 3D MRI AD 600 NC 598 | 98.74% | |
[56] | 3D-CNN | SST, NM | CBF | ADNI | 50 AD, 43 LMCI, 77 EMCI, 61 NC | ||
[8] | PNN | IR, WF | GLCM, SED | ADNI | 85% | ||
[70] | VAE, MLP | SG | Shape feature | ADNI | 150 NC, 90 AD, 160 EMCI, 160 LMCI | NC-AD 84%, NC-EMCI 56%, NC-LMCI 59%. AD-EMCI 81%, AD-LMCI 57%, EMCI-LMCI 63% | |
[60] | DBN | VBM | VV 3611, MSD 24 | OASIS | 49 AD, 49 HC | MSD 0.7360\(^{10\alpha }\), VV 0.9176\(^{10\alpha }\) | |
[47] | CNN | BE, MC, STC, IM, SS, THPF, NM, SN | CBF | ADNI | 25 CN, 25 SMC, 25 EMCI, 25 LMCI, 13 MCI, 25 AD | CN 100%, SMC 96.85%, EMCI 97.38%, LMCI 97.43%, MCI 97.40%, AD 98.01% | |
[39] | BL | 3D-CNN | NNM, BE, IR | 4D features, clinical features | ADNI | 192 AD, 184 HC, 181 pMCI, 228 sMCI | 86%\(^{5\alpha }\) |
[38] | HPC | CNN | IR, SG | HPC shape, texture, CBF | ADNI-1, ADNI- GO&2, AIBL | ADNI: 1711, AIBL: 435 | |
[71] | LSTM-RNN | LSTM-based features | ADNI-1, ADNI-GO&2 | 822 MCI | |||
[40] | CSA | SAE-DNN | MC, NUC, IN, SST, VL | 310 Vol., CorTh, SAF, 5000 FDCM | ADNI, CAD- Dementia | 171 CN, 232 MCI, 101 AD | Model-1 ADNI 56.6%\(^{10\alpha }\), CAD-Dementia 51.4%\(^{10\alpha }\) Model-2 ADNI 58%\(^{10\alpha }\), CAD-Dementia 56.8%\(^{10\alpha }\) |
[41] | MCS | CNN | INUC | CBF | ADNI | 47 AD 34 NC | |
[72] | SCS | CNN | CBF | OASIS | 100 AD, 100 HC | VGG16: 92.3%\(^{5\alpha }\), Inception-V4: 96.25%\(^{5\alpha }\) | |
[37] | CNN | NM, IR, MD | CBF | ADNI, Milan | ADNI: 294 PAD, 763 MCI, 352 HC Milan: 124 PAD, 50 MCI, 55 HC | ADNI: 99%\(^{10\alpha }\), MILAN: 98%\(^{10\alpha }\) | |
[73] | CNN | CBF, 64 | OASIS | 416 | 80.25% | ||
[46] | VB | CNN | SST, DA, CE, F | CBF | OASIS, MIRIAD | OASIS: 30 AD, 70 MCI, 316 HC MIRIAD: 46 MCI, 23 HC | 0.8 |