Table 2 Survey of various data sets was used in the proposed research studies
From: Early prediction of Alzheimer's disease using convolutional neural network: a review
Research studies | Data set source | Data set description | |||||
|---|---|---|---|---|---|---|---|
Total samples | Â | NC | EMCI | LMCI | AD | ||
Atif Mehmood and colleagues (2021) | Data sets from ADNI | 300 | Â | 85 | 70 | 70 | 75 |
Modupe Odusami and colleagues (2021) | Data sets from ADNI | 138 | Â | 25 | 25 | 25 | 25 |
Janani Venugopalan and colleagues (2021) | Data sets from ADNI | 503 | Â | 132 | 104 | Â | 266 |
Amnaya Pradhan and colleagues (2021) | Kaggle Data set | 6000 | 80% train 20% test | Â | Â | Â | Â |
Aakash Shah and colleagues (2020) | Data collection is done yearwise | 437 | Â | 72 | Â | Â | 14 |
Huanhuan Ji and colleagues (2019) | Data sets from ADNI | 615 | 3:1:1 | 182 | 254 | Â | 179 |
Firouzeh Razavi and colleagues (2019) | Data sets from ADNI | 99 | Â | 52 | 43 | 56 | 51 |
Jyoti Islam and colleagues (2018) | Data sets from ADNI | 416 | 4:1 | 73 | 75 | 62 | 33 |
Jyoti Islam and colleagues (2019) | Data sets from ADNI | 988 | Â | 400 | 661 | Â | 169 |