Table 8 Comparison of MAE and RMSE across different methods for various activities on UI-PRMD dataset.
Activity | Our Approach | Dwibedi et al.36 | Levy et al.37 | Sinha et al.39 | ||||
|---|---|---|---|---|---|---|---|---|
MAE | RMSE | MAE | RMSE | MAE | RMSE | MAE | RMSE | |
m01 | 3.5 | 5.1865 | 3.1 | 4.4159 | 7.6 | 7.7330 | 6.6 | 8.8994 |
m02 | 2.7 | 4.1110 | 2.4 | 3.1937 | 8.2 | 8.3066 | 4.8 | 5.6745 |
m03 | 3.3333 | 4.1366 | 2.9 | 4.5277 | 5.9 | 6.3797 | 2.9 | 4.4385 |
m04 | 3.8 | 4.4721 | 5.5 | 6.9929 | 7.3 | 7.4229 | 6.6 | 7.4431 |
m05 | 2.2 | 3.0659 | 3.3 | 4.7223 | 8.1 | 8.2644 | 6.7 | 8.0062 |
m06 | 4.0 | 4.8990 | 2.2 | 3.1623 | 7.8 | 8.0374 | 3.0 | 3.6056 |
m07 | 8.7 | 8.8938 | 10.0 | 10.0000 | 10.0 | 10.0000 | 4.5 | 6.3953 |
m08 | 1.4 | 1.6733 | 7.6 | 8.2341 | 8.6 | 8.7977 | 4.1 | 5.1865 |
m09 | 2.1 | 3.0822 | 9.8 | 9.8184 | 8.1 | 8.2037 | 4.3 | 4.8062 |
m10 | 1.0 | 1.4832 | 1.4 | 1.6733 | 7.9 | 8.2158 | 4.4 | 5.9833 |
Average | 3.2733 | 4.1004 | 4.8200 | 5.6740 | 7.9500 | 8.1361 | 4.7900 | 6.0439 |