| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Anomaly Detection | Donkeycar | AUC1 | 9 | |
| Confidence Calibration | DonkeyCar OOD Mean All Shifts | ECE0.116 | 7 | |
| Confidence Calibration | DonkeyCar OOD (Latency) | ECE0.127 | 7 | |
| Confidence Calibration | DonkeyCar OOD (Bias split) | ECE7.6 | 7 | |
| Confidence Calibration | DonkeyCar OOD (Blur) | ECE0.098 | 7 | |
| Confidence Calibration | DonkeyCar OOD (Dark) | ECE0.165 | 7 | |
| Out-of-Distribution Detection | DonkeyCar ID vs. OOD protocols (test) | AUROC (Dark)0.899 | 5 |