Action Recognition on LT-NTU IF = 100 120 (cross-subject)
73Overall Top-1 AccShap-Mix
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Shap-MixCategory=Augmentation, Input Stream=Single Joint2024.07 | 73 | 84.8 | 71.3 | 69.7 | |
| GLMCCategory=Augmentation, Input Stream=Single Joint2024.07 | 71.5 | 79.5 | 70.5 | 69.2 | |
| BS+Max NormCategory=Decoupling, Input Stream=Single Joint2024.07 | 70.3 | 80 | 68.2 | 68.8 | |
| Balanced Softmax (BS)Category=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 69.6 | 81.4 | 67.8 | 66.7 | |
| Focal LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 69.4 | 81.7 | 66.7 | 65.2 | |
| Remix-DRWCategory=Augmentation, Input Stream=Single Joint2024.07 | 69.3 | 83.5 | 67.2 | 62.6 | |
| PaCoCategory=Contrastive Learning, Input Stream=Single Joint2024.07 | 67.9 | 82.2 | 66.2 | 63.8 | |
| IB LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 67.8 | 81.2 | 67.6 | 62.4 | |
| MixupCategory=Augmentation, Input Stream=Single Joint2024.07 | 66.9 | 85.6 | 65.6 | 55.5 | |
| BCLCategory=Contrastive Learning, Input Stream=Single Joint2024.07 | 66.9 | 82.3 | 64.5 | 62.8 | |
| LDAM-DRWCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 66.8 | 80.9 | 65.8 | 61.2 | |
| FSACategory=Augmentation, Input Stream=Single Joint2024.07 | 66.7 | 82.4 | 66.8 | 59.4 | |
| BRLCategory=Augmentation, Input Stream=Single Joint2024.07 | 66.3 | 84.2 | 65 | 59.9 | |
| RIDE (3 experts)Category=Ensemble, Input Stream=Single Joint2024.07 | 65.2 | 85.4 | 66.7 | 53.8 | |
| Cross-Entropy LossCategory=-, Input Stream=Single Joint2024.07 | 64.2 | 83.6 | 64.9 | 54.7 | |
| CB LossCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 63.2 | 76 | 65 | 56.1 | |
| ROSCategory=Reweighting & Resampling, Input Stream=Single Joint2024.07 | 61 | 81.3 | 62.3 | 50.7 |