From: Deep learning-based speech analysis for Alzheimer’s disease detection: a literature review
References | Year | Task | Sample | Feature type | Classifier | Pre-train | Evaluation | Metrics | Best Performance |
---|---|---|---|---|---|---|---|---|---|
Bertini, F. et al. [33] | 2022 | SS-PD-CT1 | AD (137)/HC (43) | AE | auDeep | Yes | CV | Accuracy | 93.30% |
Meghanani, A. et al. [34] | 2021 | SS-PD-CT2 | AD (54)/non-AD (54) | TLF | FNN | No | Test | Accuracy | 83.33% |
Rohanian, M. et al. [35] | 2021 | SS-PD-CT3 | AD (122)/HC (115) | TAF/TLF/DF | biLSTM | No | Test | Accuracy | 84% |
Shah Syed, M.S. et al. [36] | 2021 | SS-PD-CT2 | AD (72)/non-AD (72) | TAF | LSTMa | No | Test | Accuracy | 74.55% |
Mahajan, P. et al. [37] | 2021 | SS-PD-CT2 | AD (82)/non-AD (82) | TAF/DF/TLF/DeF | CNN+biLSTMa | No | Test | Accuracy | 72.92% |
Meghanani, A [34]. | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | TAF | CNN+LSTM | No | Test | Accuracy | 64.58% |
Lindsay, Hali et al. [38] | 2021 | VF4 | HC (66)/MCI (66) | LE | SVM | Yes | CV | AUC | |
Rodrigues Makiuchi, M. et al. [39] | 2021 | SS-PD-CT1SS-CVS1 | CT1: AD (168)/HC (98) CVS1: AD (49)/MCI (42)/HC (72) | TAF | GCNN | No | CV | Accuracy | |
Liu, Z. et al. [40] | 2021 | SS-PD-CT1 | AD (252)/HC (232) | AE | CNN+biLSTMa | Yes | CV | Accuracy | 82.59% |
Wang, N. et al. [41] | 2021 | SS-PD-CT3 | AD (87)/HC (79) | TLF/LE | C-Attention-Unified model | Yes | Test | Accuracy | 80.28% |
Bertini, F. et al. [42] | 2021 | SS-CVS2SS-PD2 | eD (16)/MCI (32)/HC (48) | TAF | FNN | Yes | CV | Accuracy | 90.57% |
Roshanzamir, A. et al. [43] | 2021 | SS-PD-CT1 | AD (170)/HC (99) | LE | LR | Yes | CV | Accuracy | 88.08% |
Saltz, P. et al. [44] | 2021 | SS-PD-CT2SS-PD-CT1 | CT2: AD (78)/non-AD (78) | LE | BERTXLNet | Yes | CV | Accuracy | |
Liu, Z. et al. [45] | 2021 | SS-PD-CT2 | AD (87)/non-AD (79) | TLF/TAF/LE | BERT | Yes | CV | Accuracy | 97.18% |
Guo, Y. et al. [46] | 2021 | SS-PD-CT2SS-PD-CT4 | CT2: AD (78)/non-AD (78) CT4: AD (115)/HC(839) | LE | BERT | Yes | Test | Accuracy | 82.10% |
Pan, Y. et al. [47] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | LE | BERT large | Yes | Test | Accuracy | 84.51% |
Chlasta, K. et al. [48] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | AE | DemCNN | Yes | Test | Accuracy | 62.50% |
Gauder, L. et al. [49] | 2021 | SS-PD-CT2 | AD (87)/non-AD (79) | AE | CNN | Yes | Test | Accuracy | 78.90% |
Haulcy, R. et al. [50] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | LE | SVM, RF | Yes | Test | Accuracy | 85.40% |
Syed, Z.S. et al. [51] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | TLF/LE | SVM, LR | Yes | Test | Accuracy | 91.67% |
Tsai, A.C. Y. et al. [52] | 2021 | SS-Recall1 & SS-PD-CT6SS-PD-CT1 | SS-Recall1 & SS-PD-CT6 : AD (40)/HC (40)CT1: AD (257)/HC (242) | LE | BERT | Yes | Test | Accuracy | |
Zhu, Y. et al. [53] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | AE/LE | Longformer | Yes | Test | Accuracy | 89.58% |
Aparna Balagopalan et al. [54] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | LE | BERT | Yes | Test | Accuracy | 83.32% |
Yuan, J. et al. [55] | 2021 | SS-PD-CT2 | AD (78)/non-AD (78) | LE | ERNIE-large | Yes | Test | Accuracy | 89.60% |
Xue, C. et al. [56] | 2021 | SS-CVS9 | dementia (330)/MCI (451)/HC (483) | TAF | LSTM | No | CV | Accuracy | 67.50% |
Roozbeh, S. et al. [57] | 2021 | SS-PD-CT5 | AD (26)/46 (HC) | TAF/TLF | FNN | No | CV | Accuracy | 93.05% |
Koo, J. et al. [58] | 2020 | SS-PD-CT2 | AD (78)/non-AD (78) | TAF/TLF/AE | CNN+biLSTMa | Yes | Test | Accuracy | 81.25% |
Cummins, N. et al. [59] | 2020 | SS-PD-CT2 | AD (54)/non-AD (54) | TAF/LE | biLSTMa | Yes | Test | Accuracy | 85.20% |
Sarawgi, U. et al. [60] | 2020 | SS-PD-CT1 SS-PD-CT2 | CT1: AD (168)/HC (99)CT2: AD (78)/non-AD (78) | TLF/TAF | FNN | No | CV Test | Accuracy Accuracy | |
La Fuente Garcia, S. D. et al. [61] | 2020 | SS-PD-CT1SS-CVS3 | CT1: AD (82)/HC (82) CVS3: AD (30)/HC (16) | TAF | FNN | No | Test | UAR | |
Lopez-De-Ipina, K. et al. [62] | 2020 | VF1 | MCI (38)/HC (62) | TAF | CNN | No | CV | Accuracy | 92% |
Casanova, E. et al. [63] | 2020 | SS-Recall2SS-Recall3SS-PD4SS-PD5 | AD (41)/MCI (55)/HC (194) | TLF | RNN+CRFa | Yes | CV | F1-score | 81.00% |
Pan, Y. et al. [64] | 2020 | SS-CVS4 | ND (21)/MCI (24)/HC (25) | AE | LRSVM | Yes | CV | F1-score | |
Searle, T. et al. [65] | 2020 | SS-PD-CT2 | AD (78)/non-AD (78) | LE | DistilBERT | Yes | Test | Accuracy | 81% |
Li, Y [66]. | 2020 | SS-PD-CT1 | AD (155)/HC (145) | DeF/LE/TLF/TLF | LR | Yes | CV | Accuracy | 91.25% |
Rosas, D.S. et al. [14] | 2019 | SS-CVS3 | Dementia (62)/HC (160) | TLF | FNN | No | Test | Accuracy | 86.42% |
Chien, Y.W. et al. [67] | 2019 | SS-Recall5 | AD (30)/HC (30) | TAF | biLSTM | Yes | Test | AUC | 83.80% |
Fritsch, J. et al. [68] | 2019 | SS-PD-CT1 | AD (168)/HC (98) | TLF | LSTM | No | CV | Accuracy | 85.60% |
Hong, S.Y. et al. [69] | 2019 | SS-PD-CT1 | AD (169)/HC (99) | LE | RNNa | Yes | CV | Accuracy | 83.50% |
Gabor, G. et al. [27] | 2019 | SS-CVS5SS-Recall4 | mAD (25)/MCI (25)/HC (25) | TLF/DF/DeF | SVM | Yes | CV | Accuracy | 86.00% |
Themistocleous, C. et al. [70] | 2018 | Reading | HC (30)/MCI (25) | TAF/DeF | FNN | No | CV | Accuracy | 83% |
Klumpp, P. et al. [71] | 2018 | SS-PD-CT1 | AD (168)/HC (98) | LE | FNN | No | Test | Accuracy | 84.40% |
Lopez-De-Ipina, K. et al. [72] | 2018 | VF1SS-CVS6SS-PD3 | VF1: MCI (38)/HC (62)CVS6: AD (20)/HC (20)PD3: AD (6)/HC (12) | TAF | CNN | No | CV | Accuracy | |
Orimaye, S. O. et al. [73] | 2018 | SS-PD-CT1 | AD task: AD (99)/HC (99) MCI task: MCI (19)/HC (19) | TLF | D2NNLM-5n | No | Test | AUC | |
Warnita, T. et al. [74] | 2018 | SS-PD-CT1 | AD (169)/HC (98) | TAF | GCNN | No | CV | Accuracy | 73.60% |
Chien, Y. W. et al. [23] | 2018 | VF2VF3 | AD (30)/HC (30) | TAF | biLSTM | Yes | Test | AUC | 95.40% |
Lopez-de-Ipina, K. et al. [12] | 2017 | VF1SS-CVS6SS-PD3 | MCI (40)/HC (60) | TAF | CNN | No | CV | Accuracy | |
Lopez-de-Ipina, K. et al. [21] | 2017 | VF1 | MCI (38)/HC (62) | TAF | CNN | No | CV | Accuracy | 75% |
D Beltrami et al. [75] | 2016 | SS-CVS7 SS-PD1 | MCI (19)/HC (20) | TLF/TAF | FNN | No | CV CV | F1-score F1-score | |
Laszlo, T. et al. [76] | 2016 | SS-CVS5SS-Recall4 | MCI (48)/HC (36) | DF/DeF | SVM | Yes | CV | Accuracy | 88.10% |
Laszlo, T. et al. [16] | 2015 | SS-CVS8 | MCI (32)/HC (19) | TAF/DF | SVM | Yes | CV | Accuracy | 80.40% |
Lopez-de-Ipina, K. et al. [26] | 2013 | SS-CVS6 | AD (20)/HC (20) | TAF/DF | FNN | No | CV | Accuracy | 94.60% |