| MME | | Score2,500 | | 66 | 12d ago |
| MMStar | GPT-4o-2024-11-20 | Score65.1 | | 54 | 1mo ago |
| TextVQA | MiniCPM-LLaMA3-V 2.5 | Accuracy725 | | 43 | 7d ago |
| MMBench CN | Vanilla | Accuracy60.6 | | 39 | 3mo ago |
| Image Understanding Suite (TextVQA, ChartQA, MMStar, MMBench, MMVet, MME, RealWorldQA, COCO) | InternVL-3.5-30B-A3B-HF | TextVQA Score85.76 | | 34 | 3mo ago |
| SEED-Bench image | Lumina-DiMOO | Accuracy83.1 | | 27 | 3mo ago |
| MMBench | | Score83.81 | | 23 | 1mo ago |
| Image benchmarks Aggregate | MRoPE-I | Overall Score64.82 | | 21 | 1mo ago |
| SEED-IMG | CuMo | Accuracy73.2 | | 17 | 1d ago |
| COCO | | Score69.3 | | 16 | 3mo ago |
| MMBench English | | Accuracy86.82 | | 15 | 26d ago |
| TextVQA (val) | | Accuracy88.39 | | 15 | 26d ago |
| MathVista | BAGEL-Uni-Edit (Ours) | Accuracy74.3 | | 14 | 12d ago |
| MMBCN | | Score60.6 | | 13 | 23h ago |
| MMBench EN 1.0 | BAGEL-Uni-Edit (Ours) | Score86 | | 12 | 12d ago |
| MMVP | BAGEL-Uni-Edit (Ours) | Score72.1 | | 12 | 12d ago |
| MMSI-Bench 68 (test) | Gemini-2.0-Flash | Average Score69.4 | | 12 | 3mo ago |
| 3DSRBench real 45 (test) | PolyV | Average Score63.4 | | 12 | 3mo ago |
| MMStar 11 (test) | PolyV | Average Score71.4 | | 11 | 3mo ago |
| MME-P | BAGEL-7B | MME-P Score1,687 | | 11 | 3mo ago |
| Image Understanding benchmarks GQA, MME, POPE, VQA^T, MMB, SQA | Vanilla | GQA Score62.2 | | 10 | 3mo ago |
| MMBench v1.1 (test) | BAGEL | MMB^i Score85 | | 10 | 3mo ago |
| Image Understanding Suite GQA POPE SQA MME MMB (test val) | | GQA60.5 | | 9 | 23h ago |
| MMEB Image v2 | MetaEmbed | Accuracy (CLS)68.1 | | 9 | 3mo ago |
| LLaVABenchWilder | LLaVA-OneVision-7B w/ VL-MDR | Score77.9 | | 8 | 1mo ago |
