Table 1: Summary of the literature studies related to ADL recognition based on the ANN method. The number of ADL analyzed, the average accuracy and the accuracy-related to each ADL are reported.

Study
(Refs.)
# ADL
(per study)
Average Accuracy (per study) Accuracy Standing Accuracy Walking Accuracy Running Accuracy Going Upstairs Accuracy Going Downstairs Accuracy Jogging Accuracy Sitting Accuracy Lying Accuracy Falling Accuracy Cycling Accuracy Driving
[28] 2 95.60% 95.60% 95.60%
[29] 5 87.67% 90.31% 84.13% 91.00% 84.40%
[30] 3 89.65% 89.65% 89.65%
[31] 7 94.04% 94.04% 94.04% 94.04% 94.04% 94.04% 94.04% 94.04%
[32] 3 93.02% 99.72% 90.02% 89.32%
[33] 5 87.80% 99.00% 82.00% 97.00% 84.00% 77.00%
[34] 5 97.33% 100.00% 100.00% 90.00% 100% 96.67%
[35] 6 96.80% 99.40% 99.80% 92.50% 91.50% 99.60% 98.00%
[36] 2 98.00% 98.00% 98.00%
[37] 5 93.42% 100.00% 93.60% 100.00% 85.20% 88.30%
[38] 6 74.54% 91.29% 86.81% 70.59% 26.04% 91.49% 80.99%
[39] 6 88.38% 97.70% 96.60% 73.80% 67.10% 97.60% 97.50%
[44] 7 98.60% 98.60% 98.60% 98.60% 98.60% 98.60% 98.60% 98.60%
[41] 6 80.44% 91.93% 91.68% 61.47% 44.21% 98.33% 95.04%
[42] 6 82.30% 82.30% 82.30% 82.30% 82.30% 82.30% 82.30%
[46] 13 65.44% 96.64% 86.95% 92.09% 87.30% 92.35% 66.54% 86.62%
[47] 5 84.53% 84.53% 84.53% 84.53% 84.53%
[48] 1 85.87% 85.87%
[53] 5 76.30% 76.30% 76.30% 76.30% 76.30% 76.30%
[49] 5 71.25% 86.80% 38.35% 39.60% 91.50% 100%
[43] 5 72.52% 86.40% 61.00% 68.70% 83.80% 62.70%
[54] 4 84.38% 83.60% 70.60%
[55] 6 85.50% 99.00% 91.00% 80.00% 70.00% 74.00% 99.00%
[45] 5 89.89% 100.00% 88.46% 61.00% 100.00% 100.00%
[64] 1 93.08% 93.08%
[50] 7 86.00% 99.40% 89.50% 98.40% 70.10% 70.90%