Action Recognition on HDM05 (5-fold)
82.26AccuracyCorNet-PHCM
Evaluation Results
| Method | Links | |
|---|---|---|
| CorNet-PHCMManifold=Correlation, Training time per epoch=1.102026.05 | 82.26 | |
| CorNet-OLMManifold=Correlation, Training time per epoch=0.932026.05 | 81.46 | |
| CorNet-ECMManifold=Correlation, Training time per epoch=0.602026.05 | 81.35 | |
| CorNet-LECMManifold=Correlation, Training time per epoch=0.642026.05 | 78.05 | |
| CorNet-LSMManifold=Correlation, Training time per epoch=0.982026.05 | 74.89 | |
| GyroLE*Manifold=SPD, Training time per epoch=2.862026.05 | 73.17 | |
| GyroAI*Manifold=SPD, Training time per epoch=22.802026.05 | 72.34 | |
| SPDNetLieBN-AIMManifold=SPD, Training time per epoch=1.152026.05 | 71.83 | |
| SPDNetLieBN-LCMManifold=SPD, Training time per epoch=1.112026.05 | 71.78 | |
| SPDNetBNManifold=SPD, Training time per epoch=0.942026.05 | 71.28 | |
| SPDResNet-LEMManifold=SPD, Training time per epoch=0.552026.05 | 70.12 | |
| GyroSPD++*Manifold=SPD, Training time per epoch=103.572026.05 | 69.82 | |
| GyroLC*Manifold=SPD, Training time per epoch=1.492026.05 | 67.53 | |
| SPDNetMLRManifold=SPD, Training time per epoch=5.462026.05 | 65.9 | |
| SPDResNet-AIMManifold=SPD, Training time per epoch=1.232026.05 | 64.95 | |
| SPDNetManifold=SPD, Training time per epoch=0.502026.05 | 64.57 | |
| GrNetManifold=Grassmann, Training time per epoch=1.642026.05 | 63.19 | |
| GyroGr*Manifold=Grassmann, Training time per epoch=2.482026.05 | 58.32 | |
| GyroGr-Scaling*Manifold=Grassmann, Training time per epoch=3.522026.05 | 39.75 |