Action Recognition on UT-Kinect (leave-one-out-cross-validation protocol)
97AccuracyST-LSTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ST-LSTMtraversal=Tree, trust_gate=true2016.07 | 97 | — | |
| ST-LSTM (Tree) + Trust GateFeature=Geometric2017.06 | 97 | — | |
| Key-Pose-Motifs MiningFeature=Geometric2017.06 | 93.5 | — | |
| ST-LSTMtraversal=Tree2016.07 | 92.4 | — | |
| ST-LSTM (Tree)Feature=Geometric2017.06 | 92.4 | — | |
| Chrungoo et al.Feature=Geometric2017.06 | 92 | — | |
| SCs (Informative Joints)Feature=Geometric2017.06 | 91.9 | — | |
| Riemannian Manifold2016.07 | 91.5 | — | |
| Space Time PoseFeature=Geometric2017.06 | 91.5 | — | |
| Riemannian ManifoldFeature=Geometric2017.06 | 91.5 | — | |
| ST-LSTMtraversal=Joint Chain2016.07 | 91 | — | |
| ST-LSTM (Joint Chain)Feature=Geometric2017.06 | 91 | — | |
| Histogram of 3D Joints2016.07 | 90.9 | — | |
| Histogram of 3D JointsFeature=Geometric2017.06 | 90.9 | — | |
| Jetley et al.Feature=Geometric2017.06 | 90 | — | |
| Grassmann Manifold2016.07 | 88.5 | — | |
| Grassmann ManifoldFeature=Geometric2017.06 | 88.5 | — | |
| HAMLETFusion Type=MAT-SUM2020.08 | — | 95.56 | |
| HAMLETFusion Type=MAT-CONCAT2020.08 | — | 97.45 | |
| KEYLESSFusion Type=CONCAT2020.08 | — | 94.5 | |
| NSAFusion Type=SUM2020.08 | — | 54.34 | |
| NSAFusion Type=CONCAT2020.08 | — | 52.31 | |
| USAFusion Type=SUM2020.08 | — | 55.82 | |
| USAFusion Type=CONCAT2020.08 | — | 54.34 |