For testing the FCN model, please visit "testing/" enabling the 3D optical data extraction from colorized depth and 3D optical flow input. The data should be appropriately formed and the DeepMoCap FCN model should be placed to "testing/model/keras".
The proposed FCN is evaluated on the DMC2.5D dataset measuring mean Average Precision (mAP) for the entire set, based on Percentage of Correct Keypoints (PCK) thresholds (a = 0.05). The proposed method outperforms the competitive methods as shown in the table below.
| Method | Total | Total (without end-reflectors) |
|---|---|---|
| CPM | 92.16% | 95.27% |
| CPM+PAFs | 92.79% | 95.61% |
| CPM+PAFs + 3D OF | 92.84% | 95.67% |
| Proposed | 93.73% | 96.77% |
