Image Understanding on MMEB Image v2
68.1Accuracy (CLS)MetaEmbed
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MetaEmbedLLM Size=2B2026.03 | 68.1 | 71.9 | |
| B3++LLM Size=1.5B2026.03 | 67 | 70.9 | |
| VLM2VecV2LLM Size=1.5B2026.03 | 62.9 | 69.5 | |
| LLaVELLM Size=1.5B2026.03 | 62.1 | 65.2 | |
| UniMELLM Size=1.5B2026.03 | 59 | 64.9 | |
| VLM2VecV1LLM Size=1.5B2026.03 | 58.7 | 65 | |
| GMELLM Size=1.5B2026.03 | 54.4 | 66.9 | |
| OmniRetLLM Size=1.5B2026.03 | 51.7 | 65.3 | |
| ColPaliv1.3LLM Size=2B2026.03 | 40.3 | 48.1 |