Alzheimer Prediction Review

Reference

Wen, J., Thibeau-Sutre, E., Samper-Gonzalez, J., Routier, A., Bottani, S., Durrleman, S., ... & Colliot, O. (2019).
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation.
arXiv preprint arXiv:1904.07773. paper

Classification of Alzheimer's Disease

1. 2D slice-level CNN
2. 3D patch-level CNN
3. ROI-based CNN
4. 3D subject-level CNN
5. Other approach
6. Use clinical data

Result Table

Data Leakage (Non Detected) Table

paper	AD vs CN	sMCI vs pMCI	MCI vs CN	AD vs MCI	Multi-class	Approach	Data Leakage
Aderghal et al., 2017b	0.84	-	0.65	0.67	-	ROI-based	Non detected
Aderghal et al., 2018	0.90	-	0.73	0.83	-	ROI-based	Non detected
Bäckström et al., 2018	0.90	-	-	-	-	3D subject-level	Non detected
Cheng et al., 2017	0.87	-	-	-	-	3D patch-level	Non detected
Cheng and Liu, 2017	0.85	-	-	-	-	3D subject-level	Non detected
Islam and Zhang, 2018	-	-	-	-	CN vs mild vs moderate vs severe 0.93	2D slice-level	Non detected
Korolev et al., 2017	0.80	-	-	-	-	3D subject-level	Non detected
Li et al., 2017	0.88	-	-	-	-	3D subject-level	Non detected
Li et al., 2018	0.90	-	0.74	-	-	3D patch-level	Non detected
Lian et al., 2018	0.90	0.80	-	-	-	3D patch-level	Non detected
Mingxia Liu et al., 2018a	0.91	0.78	-	-	-	3D patch-level	Non detected
Mingxia Liu et al., 2018c	0.91	-	-	-	-	3D patch-level	Non detected
Qiu et al., 2018	-	0.83	-	-	-	2D slice-level	Non detected
Senanayake et al., 2018	0.76	-	0.75	0.76	-	3D subject-level	Non detected
Shmulev et al., 2018	-	0.62	-	-	-	3D subject-level	Non detected
Valliani and Soni, 2017	0.81	-	-	-	AD vs MCI vs CN 0.57	2D slice-level	Non detected

Data Leakage Table

paper	AD vs CN	sMCI vs pMCI	MCI vs CN	AD vs MCI	Multi-class	Approach	Data Leakage
Aderghal et al., 2017a	0.91	-	0.66	0.70	-	ROI-based	Unclear
Basaia et al., 2019	0.99	0.75	-	-	-	3D subject-level	Unclear
Hon and Khan, 2017	0.96	-	-	-	-	2D slice-level	Unclear
Hosseini Asl et al., 2018	0.99	-	0.94	1.00	AD vs MCI vs CN 0.95	3D subject-level	Unclear
Islam and Zhang, 2017	-	-	-	-	CN vs mild vs moderate vs severe 0.74	2D slice-level	Unclear
Lin et al., 2018	0.89	0.73	-	-	-	ROI-based	Unclear
Manhua Liu et al., 2018	0.85	0.74	-	-	-	3D patch-level	Unclear
Taqi et al., 2018	1.00	-	-	-	-	2D slice-level	Unclear
Vu et al., 2017	0.85	-	-	-	-	3D subject-level	Unclear
S.-H. Wang et al., 2018	0.98	-	-	-	-	2D slice-level	Unclear
Bäckström et al., 2018	0.99	-	-	-	-	3D subject-level	clear
Farooq et al., 2017	-	-	-	-	AD vs LMCI vs EMCI vs CN 0.99	2D slice-level	clear
Gunawardena et al., 2017	-	-	-	-	AD vs MCI vs CN 0.96	3D subject-level	clear
Vu et al., 2018	0.86	-	0.86	0.77	AD vs MCI vs CN 0.80	3D subject-level	clear
Wang et al., 2017	-	-	0.91	-	-	2D slice-level	clear
Wang et al., 2019	0.99	-	0.98	0.94	AD vs MCI vs CN 0.97	3D subject-level	clear
Wu et al., 2018	-	-	-	-	sMCI vs pMCI vs CN 0.95	2D slice-level	clear