| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Semantic Segmentation | MUSES (test) | mIoU78.5 | 7 | |
| Panoptic Segmentation | MUSES (test) | PQ (Clear)61.4 | 7 | |
| Temporal Action Localization | MUSES | mAP@0.336.7 | 7 | |
| Open-vocabulary semantic segmentation | MUSES snow night | mIoU55.92 | 6 | |
| Open-vocabulary semantic segmentation | MUSES snow day | mIoU67.28 | 6 | |
| Open-vocabulary semantic segmentation | MUSES fog night | mIoU61.26 | 6 | |
| Open-vocabulary semantic segmentation | MUSES (fog day) | mIoU79 | 6 | |
| Open-vocabulary semantic segmentation | MUSES rain night | mIoU52.11 | 6 | |
| Open-vocabulary semantic segmentation | MUSES (rain day) | mIoU57.6 | 6 | |
| Open-vocabulary semantic segmentation | MUSES clear night | mIoU60.06 | 6 | |
| Open-vocabulary semantic segmentation | MUSES (clear day) | mIoU69.36 | 6 | |
| Multi-shot temporal event localization | MUSES (test) | mAP@0.325.9 | 5 | |
| Panoptic Segmentation | MUSES | PQ38.1 | 4 | |
| Semantic Segmentation | MUSES | Segmentation Accuracy (Clear, Day)62.04 | 4 |