Ref. | Regions | DL | Pre-Proc. | Feature (count) | Dataset | Size | Accuracy |
---|---|---|---|---|---|---|---|
[48] | VFN, CN, DMN | 3D-CNN | MC, DN, STC, SS, TF, HPF | 3D-ICA (15) | COBRE | 72 SZs,74 HCs | 98.09%\(^{10\alpha }\) |
[54] | AUD, DMN | 2D-CNN | MC, SN, SS | ICA(13) | Self | 42 SZs,40 HCs | slice-level DMN-72.65%\(^{5\alpha }\), AUD-78.34%\(^{5\alpha }\), subject-level DMN-91.32%\(^{5\alpha }\), AUD-98.75%\(^{5\alpha }\) |
[78] | WB | DNN | ICA | FNC, SBM (10) | MRN | 69 SZs, 75 HCs | 94.4% |
[79] | WB | DNN | ROI (116) | OpenfMRI | 50 SZs, 49 BD, 122 HCs | 76.6%\(^{\alpha }\) | |
[34] | WB | RNN | MC, DN, SF, TF, NM, LRg | SPF | FBIRN phase-II | 87 SZs, 85 HCs | 64%\(^{10\alpha }\) |
[52] | WB | DNN | STC, SN, SS | FNC (116) | COBRE | 72 SZs,74 HCs | 95.4%\(^{5\alpha }\) |
[35] | WB | DNN | FNC,SBM (410) | MLSP | |||
[32] | WB | DBN | LR, ZN | NMF | Multisite | 143 SZs,83 HCs | 73.6%\(^{3\alpha }\) |
[50] | WB | SAE | STC, MC,SN, SM, F | VTS | COBRE | 72 SZs,74 HCs | 92%\(^{10\alpha }\) |
[51] | Atlas | FFBPNN | STC, MC, TF, NM, SS | FNC (20) | Hospital | 39 SZs,31 HCs | 79.3%\(^{10\alpha }\) |
[55] | WB | DNN, LRP | MC, SN | FNC, ICA (1225) | Multisite | 558 SZs, 542 HCs | 84.75%\(^{10\alpha }\) |
[49] | Cor., Str., Cere. | DNN | MC, NM, STC, SS, LD, TF | FNC (116) | Multisite | 474 SZs,607 HCs | \(\approx\)83%\(^{10\alpha }\) |
[44] | Vent. | DBN | SST, BC, SG | SV, ROI | COBRE | 72 SZs,76 HCs | ROI-83.3%\(^{3\alpha }\), SV-90%\(^{3\alpha }\) |
[80] | WB | MLP | ICA, RV | FBIRN | 135 SZs,169 HCs | AUC- 0.85\(^{8\alpha }\), SD-0.05 | |
[59] | WB | MLP | NM, SG, SS | Multisite | 198 SZs,191 HCs | AUC-0.75\(^{10\alpha }\), SD-0.04 |