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. 2024 Mar 20;5:0093. doi: 10.34133/cbsystems.0093

Table  1.

Comparisons of MAE on 4 representative activities from the Human3.6M dataset, which are calculated by converting the predicted position into angle space. The best result is in boldface, and the second is underlined.

Motion Walking Eating Smoking Discussion
Milliseconds 80 160 400 1,000 80 160 400 1,000 80 160 400 1,000 80 160 400 1,000
DMGNN [10] 0.18 0.31 0.58 0.75 0.17 0.30 0.59 1.14 0.21 0.39 0.77 1.52 0.26 0.65 0.99 1.45
LTD [9] 0.18 0.31 0.56 0.79 0.16 0.29 0.62 1.05 0.22 0.41 0.80 1.23 0.20 0.77 0.85 1.57
MSR [43] 0.16 0.29 0.57 0.71 0.16 0.27 0.64 1.17 0.20 0.38 0.82 1.17 0.19 0.53 0.83 1.55
PGBIG [3] 0.18 0.31 0.49 0.79 0.16 0.29 0.50 1.05 0.22 0.41 0.86 1.23 0.20 0.51 0.85 1.57
H-DHGCN 0.15 0.27 0.50 0.67 0.15 0.25 0.57 1.09 0.20 0.36 0.75 1.16 0.19 0.49 0.81 1.42