Video Captioning Evaluation on VidCapBench AE
18.9Overall AccuracyGemini-3-Pro
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-3-ProSize=-2026.02 | 18.9 | 58.1 | 92.8 | 3.7 | 16.7 | 51.4 | 89.8 | 3.3 | 18.9 | 61.5 | 94.1 | 3.7 | 10.7 | 39.8 | 91.6 | 2.1 | 38.2 | 58.3 | 93.5 | 7.5 | |
| ASID-CaptionerSize=3B2026.02 | 18.2 | 58.3 | 93 | 3.6 | 15.5 | 50.7 | 90.8 | 3.1 | 18.7 | 62.5 | 94.2 | 3.7 | 8.9 | 34 | 90.6 | 1.8 | 33.7 | 55.6 | 89.5 | 6.7 | |
| ASID-CaptionerSize=7B2026.02 | 18.2 | 60 | 93.3 | 3.7 | 15.4 | 49.7 | 91.2 | 3.1 | 18.7 | 64.8 | 94.5 | 3.8 | 12.9 | 42.7 | 88.6 | 2.6 | 32.5 | 60.2 | 91.7 | 6.6 | |
| Gemini-1.5-Pro-002Size=-2026.02 | 17.1 | 54.8 | 87.4 | 9.2 | 16.4 | 47.6 | 85.4 | 8.8 | 16.9 | 57.8 | 88.5 | 9.1 | 9.8 | 45.1 | 80.9 | 5.3 | 28.4 | 59.3 | 88.2 | 15.3 | |
| GPT-4o-20240806Size=-2026.02 | 16.8 | 57.4 | 86 | 5.9 | 14.1 | 47.6 | 83.4 | 4.9 | 17.5 | 61.7 | 87.2 | 6.1 | 10.2 | 41.3 | 84 | 3.6 | 27.9 | 62.1 | 85.4 | 9.7 | |
| mPLUG-Owl3Size=7B2026.02 | 14.5 | 49.6 | 84.4 | 6.9 | 12.9 | 40.7 | 83.7 | 6.1 | 14.8 | 53.5 | 85.1 | 7 | 5.3 | 33.3 | 80 | 2.5 | 26.9 | 55.7 | 81.7 | 12.8 | |
| AriaSize=25B2026.02 | 14.1 | 51.5 | 84.4 | 4.5 | 13 | 44 | 82.7 | 4.2 | 13.9 | 54.9 | 85.3 | 4.4 | 7.1 | 34.2 | 81.8 | 2.3 | 27.9 | 56.8 | 83.7 | 8.9 | |
| TarsierSize=34B2026.02 | 13.5 | 50.8 | 82.1 | 15.1 | 14.7 | 43.9 | 85.5 | 16.4 | 12.4 | 53.7 | 80.4 | 13.8 | 7.1 | 38.1 | 84 | 7.9 | 28.1 | 61.7 | 83.9 | 31.4 | |
| CogVLM2-CaptionSize=5B2026.02 | 13.1 | 49.2 | 85.1 | 8.4 | 12.5 | 45.2 | 83.1 | 8 | 12.7 | 50.8 | 86.3 | 8.1 | 5.7 | 33.9 | 82.7 | 3.7 | 27.9 | 59.9 | 82.7 | 17.8 | |
| PixtralSize=124B2026.02 | 13 | 48.3 | 80.5 | 3 | 13.9 | 44.6 | 80.2 | 3.2 | 11.9 | 50 | 80.5 | 2.7 | 6.2 | 28.3 | 81.8 | 1.4 | 27.9 | 55.9 | 83.2 | 6.4 | |
| Qwen2-VLSize=72B2026.02 | 12.2 | 46.8 | 79 | 7.7 | 12 | 42.5 | 79.2 | 7.6 | 11.5 | 48.4 | 78.8 | 7.3 | 5.8 | 28.6 | 77.8 | 3.7 | 27.1 | 59.6 | 80.9 | 17.2 | |
| Qwen2-VLSize=7B2026.02 | 11.1 | 47.1 | 77 | 6.4 | 12.4 | 44.3 | 78.7 | 7.2 | 9.9 | 48.3 | 75.9 | 5.7 | 4 | 22.7 | 78.2 | 2.3 | 26.1 | 59.4 | 81.2 | 15.1 | |
| PixtralSize=12B2026.02 | 11 | 39.5 | 79.6 | 5.2 | 14.5 | 42.7 | 82.8 | 6.8 | 8.6 | 37.9 | 78.4 | 4 | 3.6 | 18.6 | 69.3 | 1.7 | 28.6 | 52.4 | 82.4 | 13.5 | |
| LongVASize=7B2026.02 | 10.8 | 43 | 79.3 | 6.1 | 12.8 | 42.1 | 83.8 | 7.3 | 9.2 | 43.4 | 77.2 | 5.2 | 4.9 | 25.1 | 79.6 | 2.8 | 24.9 | 52.9 | 83.2 | 14.1 | |
| Llava-Next-VideoSize=7B2026.02 | 10.6 | 42.3 | 79.4 | 3.9 | 11.3 | 39.9 | 82.2 | 4.2 | 9.6 | 43.2 | 78.1 | 3.5 | 4.4 | 23.7 | 75.1 | 1.7 | 24.4 | 54.5 | 82.9 | 9 | |
| InternVL2Size=8B2026.02 | 10.2 | 43 | 84.9 | 2.5 | 9.1 | 36.3 | 84.4 | 2.2 | 10 | 46.1 | 85.2 | 2.4 | 4.4 | 18 | 81.3 | 1.1 | 23.6 | 52.8 | 85.7 | 5.8 | |
| InternVL2Size=76B2026.02 | 7.4 | 35.6 | 78.9 | 0.7 | 2.3 | 27.6 | 76.2 | 0.6 | 7.2 | 38.1 | 80.1 | 0.7 | 4.4 | 24.4 | 80 | 0.4 | 23.1 | 55 | 78.1 | — |