Table 33: Comparison between the minimum, maximum and average of the accuracies obtained in the literature review and the accuracy of our results in the recognition of the selected ADL and environments.

– ADL / Environments: Minimum Accuracy (Min) Maximum Accuracy (Max) Average Accuracy (Avg) Our Results (OR) Improvements
OR - Min OR - Max OR - Avg
Environments Bedroom N/A 98.60% +98.60% +98.60% +98.60%
Cooking/kitchen 46.54% 46.54% 46.54% 51.35% 4.81% +4.81% +4.81%
Gym N/A 87.85% +87.85% +87.85% +87.85%
Classroom N/A 37.95% +37.95% +37.95% +37.95%
Hall N/A 34.80% +34.80% +34.80% +34.80%
Watching TV/living room N/A 33.30% +33.30% +33.30% +33.30%
Bar N/A 22.05% +22.05% +22.05% +22.05%
Library N/A 19.90% +19.90% +19.90% +19.90%
Street 23,30% 23,30% 23.30% 25.35% +2.05% +2.05% +2.05%
ADL Running 68.70% 100.00% 87.58% 95.85% 27.15% -4.15% +8.27%
Going upstairs 38.35% 98.60% 80.02% 84.20% 45.85% -14.40% +4.18%
Walking 61.00% 100.00% 88.99% 90.90% 29.90% -9.10% +1.91%
Going downstairs 39.60% 98.60% 75.59% 77.25% 37.65% -21.35% +1.66%
Driving 80.99% 86.62% 83.81% 84.15% 3.16% -2.47% +0.35%
Standing 76.30% 100.00% 94.15% 94.35% 18.05% -5.65% +0.20%
Sleeping N/A 98.00% +98.00% +98.00% +98.00%

Obs: N/A means that the ADL and environments were not recognized in research studies available in the literature.