| chart-question-answering-on-chartqa | Ovis2.5-9B | #1 | 1:1 Accuracy: 92.9 |
| visual-question-answering-vqa-on-textvqa-val | Ovis2.5-9B | #1 | Accuracy: 91.2 |
| visual-question-answering-vqa-on-mmt-bench | Ovis2.5-9B | #3 | Accuracy: 69.3 |
| optical-character-recognition-ocr-on-ocrbench-v2 | Ovis2.5-9B | #4 | English Score: 63.4Chinese Score: 58.0 |
| video-question-answering-on-tempcompass-overall | Ovis2.5-9B | #8 | Accuracy: 72.6 |
| visual-question-answering-vqa-on-hallusionbench-average-accuracy | Ovis2.5-9B | #8 | Accuracy: 65.1 |
| visual-grounding-on-refcoco-refcoco-refcocog-overall | Ovis2.5-9B | #10 | Accuracy: 90.1 |
| visual-question-answering-vqa-on-blink | Ovis2.5-9B | #12 | Accuracy: 67.3 |
| vision-language-understanding-on-mmbench-v1-1 | Ovis2.5-9B | #13 | Accuracy: 84.9 |
| optical-character-recognition-ocr-on-ocrbench | Ovis2.5-9B | #15 | Score: 879 |
| multimodal-reasoning-on-mathvista | Ovis2.5-9B | #18 | Accuracy: 83.4 |
| video-question-answering-on-video-mme-with-subtitles | Ovis2.5-9B (w/ subtitles) | #18 | Accuracy: 72.8 |
| video-question-answering-on-mlvu | Ovis2.5-9B | #19 | Accuracy: 76.4 |
| multimodal-reasoning-on-mathvision | Ovis2.5-9B | #28 | Accuracy: 53.9 |
| multimodal-reasoning-on-mmmu | Ovis2.5-9B | #28 | Accuracy: 71.2 |
| video-question-answering-on-mvbench | Ovis2.5-9B | #32 | Avg.: 69.7 |
| vision-language-understanding-on-mmstar | Ovis2.5-9B | #32 | Accuracy: 72.4 |
| multimodal-reasoning-on-mmmu-pro | Ovis2.5-9B | #37 | Accuracy: 54.4 |