Table A.5.
Sensor datasets
| C1 | C2 | C3 | C4 | C5 | C6 | C7 | C8 | C9 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset name/Publicly available | Year | Source | # Classes | # Actors | Sensor location | Activity type | Single/multiple person | Size | ||||||
| FE | H–O | H–H | ADL | G | RT | |||||||||
| R1 | Skoda/Pub | 2008 | WS | 10 gestures in car maintenance | 1 subject | 19 sensors on both arms | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ | Single | _ |
| R2 | USC-HAD/Pub | 2012 | IMU with Acc, Gyro, Mag | 12 activities | 17 (7 M, 7 F) | Front right hip | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | _ |
| R3 | PAMAP/Pub | 2012 | WS (IMU, 3 Colibri), HR monitor | 18 activities | 9 subjects | _ | ✗ | ✓ | ✗ | ✓ | ✗ | ✗ | Single | 3,850,505 (52 attributes) |
| R4 | Opportunity/Pub | 2012 | WS:(7 IMU, 12 Acc,7 Loc), OS (12), AS (21) | 6 runs per subject (5 ADL and 6th for drill) | 4 subjects | Upper body, hip and leg | ✗ | ✓ | ✗ | ✓ | ✗ | ✗ | Single | 2551 (242 attributes) |
| R5 | UCI-HAR/Pub | 2012 | SPS (Acc, Gyro) | 6 activities | 30 (19–48 years) | Samsung galaxy SII mounted on waist | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | 10,299 (561 attributes) |
| R6 | Heterogeinity (HHAR)/Pub | 2015 | SPS and SW Acc, Gyro | 6 activities | 9 users | 8 SPS & 4 SW | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | 43,930,257 (16 attributes) |
| R7 | MobiAct/Pub | 2016 | SP (Acc, Gyro) | 9 ADL activities and 4 types of falls | 57 subjects (42 M, 15F) of (20–57 years) | Samsung Galaxy S3 SP in trousers’ pocket | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | 2500 |
| R8 | UniMibShar/Pub | 2017 | SPS | 17 activities (9 ADL and 8 fall) | 30 of (18- 60 years) | _ | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | 11,771 samples |
| R9 | WISDM/Pub | 2019 | SPS and SW’s Acc, Gyro | 18 activities | 51 | _ | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | 15,630,426 |
| R10 | 19NonSense/Pri | 2020 | e-Shoe, Samsung gear SW | 18 activities (9 indoor and 9 outdoor sports) | 13 (5F, 8 M) of (19–45 years) | Foot, arm | ✗ | ✗ | ✗ | ✓ | ✗ | ✗ | Single | Not public dataset |
* CIT citations, SPS smartphone sensor, WS wearable sensor, SP smartphone, Acc accelerometer, Gyro gyroscope, Loc location, SW smartwatch, ADL activities of daily living, M male, F female, Pub publicly available, Prop proprietary