MMEB Leaderboard — leaderboard
Massive Multimodal Embedding Benchmark leaderboard evaluating image, video, and visual-document embedding models across classification, retrieval, QA, grounding, and document tasks.
Metric: Overall Score (%). Source: huggingface.co. 74 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | DME-Large | 80.24 |
| 2 | octen-vl-embedding-large | 80.09 |
| 3 | DME-Medium | 78.38 |
| 4 | QQMM-embed-v4 | 78.31 |
| 5 | Qwen3-VL-Embedding-8B | 77.82 |
| 6 | seed1.6-embedding-1215 | 76.97 |
| 7 | octen-vl-embedding | 75.42 |
| 8 | DME-Small | 74.75 |
| 9 | DME-Pre | 74.22 |
| 10 | WeMM-Embedding-8B | 73.9 |
Interactive version: theaggregate.ai/benchmark?slug=mmeb-leaderboard · How the rankings work · Data refreshed daily, snapshot 2026-07-22.