| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Gesture | XTransfer-Single | ATR Ratio1.9 | 27 | 20d ago | |
| HHAR | XTransfer-Single | ATR Ratio2.09 | 27 | 20d ago | |
| ChestX | MDDA | ATR Ratio0.04 | 24 | 20d ago | |
| Emotion | XTransfer-Multi | ATR Ratio1.73 | 24 | 20d ago | |
| ChestX 10-shot | Our-Single | Training Time (mins)6.84 | 5 | 20d ago | |
| ChestX 5-shot | DAPN | Training Time (mins)4.57 | 5 | 20d ago | |
| ChestX 3-shot | DAPN | Training Time (mins)2.14 | 5 | 20d ago | |
| Emotion 10-shot | Our-Single | Training Time (mins)9.88 | 5 | 20d ago | |
| Emotion 5-shot | Training Time (min)7.32 | 5 | 20d ago | ||
| Emotion 3-shot | DAPN | Training Time (mins)2.99 | 5 | 20d ago | |
| Writing 5-shot | DAPN | Training Time (mins)7.71 | 5 | 20d ago | |
| Gesture 10-shot | Our-Single | Training Time (mins)11.24 | 5 | 20d ago | |
| Gesture 5-shot | DAPN | Training Time (mins)6.12 | 5 | 20d ago | |
| Gesture 3-shot | DAPN | Training Time (mins)3.36 | 5 | 20d ago | |
| WESAD 10-shot | Our-Single | Training Time (mins)4.33 | 5 | 20d ago | |
| WESAD 5-shot | Training Time (mins)2.48 | 5 | 20d ago | ||
| WESAD 3-shot | DAPN | Training Time (mins)1.49 | 5 | 20d ago | |
| HHAR 10-shot | Our-Single | Training Time (mins)7.95 | 5 | 20d ago | |
| HHAR 5-shot | DAPN | Training Time (mins)4.62 | 5 | 20d ago | |
| HHAR 3-shot | DAPN | Training Time (mins)2.38 | 5 | 20d ago | |
| ChestX 10-shot | GPU Utilization63.43 | 5 | 20d ago | ||
| ChestX 5-shot | MAML | GPU Utilization55.46 | 5 | 20d ago | |
| ChestX 3-shot | DAPN | GPU Utilization46.66 | 5 | 20d ago | |
| Emotion 10-shot | MAML | GPU Utilization75.01 | 5 | 20d ago | |
| Emotion 5-shot | MAML | GPU Utilization (%)72.78 | 5 | 20d ago |