Action Recognition on LT-NTU IF = 100 60 (cross-subject)
80.8Top-1 Accuracy (Overall)Shap-Mix
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Shap-MixCategory=Augmentation, Input Stream=Single Joint2024.07 | 80.8 | 86.8 | 78.4 | 75.6 | |
| GLMCCategory=Augmentation, Input Stream=Single Joint2024.07 | 78.8 | 78.6 | 81.3 | 76 | |
| Remix-DRWCategory=Augmentation, Input Stream=Single Joint2024.07 | 78.7 | 86.6 | 74.8 | 72.7 | |
| Focal LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 77.6 | 83.1 | 75.9 | 72 | |
| Balanced Softmax (BS)Category=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 77.6 | 83.8 | 73.9 | 73.3 | |
| BS+Max NormCategory=Decoupling, Input Stream=Single Joint2024.07 | 77.5 | 81.2 | 75.9 | 74.1 | |
| BCLCategory=Contrastive Learning, Input Stream=Single Joint2024.07 | 77.3 | 84.4 | 74.1 | 71.5 | |
| BRLCategory=Augmentation, Input Stream=Single Joint2024.07 | 76.9 | 85.2 | 73.1 | 70 | |
| FSACategory=Augmentation, Input Stream=Single Joint2024.07 | 76.8 | 85.4 | 73.3 | 68.8 | |
| PaCoCategory=Contrastive Learning, Input Stream=Single Joint2024.07 | 76.6 | 82 | 76.4 | 69.1 | |
| RIDE (3 experts)Category=Ensemble, Input Stream=Single Joint2024.07 | 76.6 | 86.7 | 71.9 | 68.4 | |
| LDAM-DRWCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 76.4 | 83.7 | 73.4 | 69.9 | |
| IB LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 76 | 84 | 74.4 | 66.5 | |
| MixupCategory=Augmentation, Input Stream=Single Joint2024.07 | 75.9 | 86.3 | 71.7 | 66.5 | |
| ROSCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 74.8 | 86.1 | 68.1 | 57.9 | |
| Cross-Entropy LossCategory=-, Input Stream=Single Joint2024.07 | 74.4 | 86.4 | 69.5 | 63.8 | |
| CB LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 72.4 | 78.4 | 71.2 | 65.3 |