| video-question-answering-on-videoholmes | Video-ORA-9B | #1 | Accuracy: 65.5 |
| temporal-sentence-grounding-on-activitynet-timelens | Video-ORA-9B | #2 | mIoU: 63.6R@1 IoU=0.3: 77.4R@1 IoU=0.5: 69.5R@1 IoU=0.7: 53.3 |
| temporal-sentence-grounding-on-charades-timelens | Video-ORA-9B | #2 | mIoU: 61.8R1@0.5: 71.6R1@0.7: 42.4R1@0.3: 84.5 |
| referring-video-object-segmentation-on-mevis | Video-ORA-9B | #3 | J&F: 61.3 |
| temporal-sentence-grounding-on-qvhighlights-timelens-validation | Video-ORA-9B | #3 | mIoU: 72.5R@1 IoU=0.3: 84.9R@1 IoU=0.5: 77.6R@1 IoU=0.7: 64.0 |
| referring-video-object-segmentation-on-reasonvos | Video-ORA-4B | #4 | J&F: 63.8 |
| video-question-answering-on-mmvu | Video-ORA-9B | #6 | Accuracy: 77.0 |
| zero-shot-video-question-answer-on-video-mme-w-o-subs | Video-ORA-9B | #10 | Accuracy (%): 76.7 |
| video-question-answering-on-mvbench | Video-ORA-9B | #20 | Avg.: 72.5 |