Table 8.
Performance comparison between different methods using AMPJPE on various Human 3.6M
Method | Standard | View-distance | View-angle | Both | Parameter(M) |
---|---|---|---|---|---|
Zero-velocity | 92.80 | 93.42 | 92.80 | 93.42 | 0 |
LTD | 69.21 | 72.72 | 82.90 | 84.50 | 2.6 |
PGBIG | 66.27 | 70.07 | 80.17 | 81.65 | 1.7 |
DMGNN | 78.63 | 78.89 | 78.63 | 78.89 | 46.9 |
STSGCN | 75.43 | 88.70 | 103.92 | 115.80 | |
MMixer-Euler | 77.14 | 77.89 | 77.14 | 77.89 | |
MMixer-3D | 72.19 | 75.02 | 83.28 | 84.61 | |
siMLPe | 71.91 | 96.72 | 88.18 | 111.09 | 0.14 |
Ours | 75.40 | 75.77 | 75.40 | 75.77 |
The best are highlighted in bold. indicates a method that is based on 3D joint rotational angles. Standard: unprocessed dataset; View-distance: skeleton template scaling; View-angle: skeleton template rotation; Both: skeleton template scaling and rotation