Sensing Classification on DailySense 8:2 train-test split
96.4Video Modality PerformancePiMT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PiMTPre-training=With2025.10 | 96.4 | 96.1 | 80.1 | 86 | 79.3 | 87.6 | |
| PiMTPre-training=Without2025.10 | 85.8 | 88.5 | 79 | 80.7 | 75.3 | 81.9 | |
| Bidirectional-MambaPre-training=Without2025.10 | 82 | 85.8 | 73.3 | 76.2 | 72.2 | 77.9 | |
| PatchTSTPre-training=With2025.10 | 80.7 | 78.6 | 69.7 | 70 | 67 | 73.2 | |
| TSTPre-training=Without2025.10 | 77.3 | 70.5 | 73.1 | 66.9 | 66.7 | 70.9 | |
| PatchTSTPre-training=Without2025.10 | 77.1 | 74.9 | 73.1 | 68.6 | 68.1 | 72.4 | |
| EEGNetPre-training=Without2025.10 | 75.3 | 71.2 | 70.9 | 64.3 | 66.9 | 69.7 | |
| EEGConformerPre-training=Without2025.10 | 73.8 | 75.2 | 68.8 | 67.8 | 67 | 70.5 | |
| DeepConvNetPre-training=Without2025.10 | 68 | 70.6 | 63.3 | 63.8 | 63.6 | 65.9 | |
| SVMPre-training=Without2025.10 | 66.5 | 61 | 55.6 | 55.4 | 51 | 57.9 |