Table 9.
Comparison of methods on self-made datasets. The results are presented in the order of experiments (i–v), and the result of using the completed architecture we proposed in Figure 2 is shown in bold text. Note: joint points (JP), module ratio (MR), vector angle (VA), keyframe sequences (KFS), keyframes (KF). For more details, see Section 4.2 and Section 4.3.
Experiment | Approach | Features | Accuracy |
---|---|---|---|
(i) | Module I+ IV | JP | 82% |
(ii) | Module I+ II+ IV | MR+ VA | 90.25% |
(iii) | Module I+ III+ IV | JP+ KFS | 86.75% |
(iv) | Module I+ II+ III+ IV | MR+ VA+ KFS | 92.13% |
(v) | (Module I+ II+ III)+ SVM | MR+ VA+ KF | 77.02% |