MMEB Image — leaderboard
Metric: Image Overall Score (%). Source: huggingface.co. 74 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | QQMM-embed-v4 | 82.02 |
| 2 | octen-vl-embedding-large | 81.86 |
| 3 | DME-Large | 81.11 |
| 4 | MMI-VL-Embedding | 80.3 |
| 5 | Qwen3-VL-Embedding-8B | 80.12 |
| 6 | DME-Medium | 79.76 |
| 7 | Taichu-Embedding-9B | 78.31 |
| 8 | QQMM-embed-v3 | 78.21 |
| 9 | WeMM-Embedding-8B | 78.09 |
| 10 | seed1.6-embedding-1215 | 77.99 |
Interactive version: theaggregate.ai/benchmark?slug=mmeb-image · How the rankings work · Data refreshed daily, snapshot 2026-07-22.