Table 1.
‘Accelerometer data’-based datasets in the literature.
| Dataset | Year | Participants | Activities |
|---|---|---|---|
| WISDM [2] | 2010 | 36 | 6 MPs |
| WISDM 2.0/ActiTracker [3] | 2012 | 59 | 6 MPs |
| UCI HAR [4] | 2012 | 30 | 6 MPs |
| Casale et al.[5] | 2012 | 10–20 | 7 MPs |
| ADL [6] | 2013 | 16 | 14 ADLs |
| Barshan et al.[7] | 2014 | 8 | 19 MPs (sport) |
| Mobifall [8] | 2014 | 24 | 9 MPs + 4 falls |
| SAR [9] | 2014 | 10 | 7 MPs |
| mHealth [10] | 2015 | 10 | 12 MPs (sport) |
| Stisen et al.[11] | 2015 | 9 | 6 MPs |
| JSI+FoS [12] | 2016 | 15 | 10 MPs |
| ADLs dataset [13] | 2017 | – | 14 ADLs |
| ASTRI [14] | 2019 | 11 | 5 MPs |
| Intelligent Fall [15] | 2019 | 6/11 | 16 ADLs + 5 falls |
| IM-WSHA [16] | 2020 | 10 | 11 ADLs |
| Fioretti et al.[17] | 2021 | 36 | 6 ADLs |
| Proposed: PAAL ADL v1.0 [18] | 2021 | 33 | 24 ADLs |
| Proposed: PAAL ADL v2.0 | 2021 | 52 | 24 ADLs |