Drive&Act
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Classification | Drive&Act | Accuracy58.3 | 36 | |
| Driver Action Recognition | Drive&Act (3-split average) | Top-1 Accuracy83.94 | 25 | |
| Action Recognition | Drive&Act | Sym Acc77.1 | 24 | |
| Action Recognition | Drive&Act front-top NIR camera (test) | Macro Accuracy71.52 | 16 | |
| Driver distraction detection | Drive&Act Skeleton | Avg Balanced Accuracy40.72 | 9 | |
| Driver distraction detection | Drive&Act Depth | Average Balanced Accuracy54.25 | 9 | |
| Driver distraction detection | Drive&Act IR | Average Balanced Accuracy58.92 | 9 | |
| Driver distraction detection | Drive&Act Average of unseen IR views | Average Balanced Accuracy37.26 | 6 | |
| Driver distraction detection | Drive&Act Ceiling IR view | Average Balanced Accuracy35.57 | 6 | |
| Driver distraction detection | Drive&Act Co Driver IR view | Average Balanced Accuracy48.38 | 6 | |
| Driver distraction detection | Drive&Act Driver IR view | Average Balanced Accuracy41.19 | 6 | |
| Driver distraction detection | Drive&Act Wheel IR view | Average Balanced Accuracy23.01 | 6 | |
| Driver distraction detection | Drive&Act Inner Mirror IR view | Balanced Accuracy41.38 | 6 | |
| Driver distraction detection | Drive&Act Kinect IR view | Average Balanced Accuracy72.9 | 6 | |
| Driver distraction detection | Drive&Act RGB | Average Balanced Accuracy45.62 | 3 | |
| Gesture recognition | Drive&Act (test) | Mean Per-Class Accuracy34.81 | 3 | |
| Gesture recognition | Drive&Act (val) | Mean Per-Class Acc40.56 | 3 |
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