| Paper | Code | MMEB-v2 Score | ModelName | ReleaseDate |
|---|---|---|---|---|
| Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings | ✓ Link | 81.13 | Ovis-Embedding-VL-9B | 2026-09-21 |
| MMEB Leaderboard | ✓ Link | 80.58 | WeMM-Embedding-9B | 2026-08-25 |
| MMEB Leaderboard | 80.24 | DME-Large | 2026-08-03 | |
| MMEB Leaderboard | ✓ Link | 79.19 | WeMM-Embedding-4B | 2026-08-25 |
| MMEB Leaderboard | 78.38 | DME-Medium | 2026-08-03 | |
| MMEB Leaderboard | ✓ Link | 77.94 | WeMM-Embedding-2B | 2026-08-25 |
| MMEB Leaderboard | ✓ Link | 77.82 | Qwen3-VL-Embedding-8B | 2026-01-08 |
| MMEB Leaderboard | 74.75 | DME-Small | 2026-08-03 | |
| MMEB Leaderboard | ✓ Link | 73.25 | Qwen3-VL-Embedding-2B | 2026-01-08 |
| MMEB Leaderboard | ✓ Link | 71.83 | UEmbed-9B (hybrid) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 71.77 | UEmbed-9B (dense) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 71.05 | UEmbed-9B (sparse) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 70.36 | UEmbed-4B (dense) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 69.69 | UEmbed-4B (sparse) | 2026-08-03 |
| MMEB Leaderboard | 67.84 | e5-omni-7B | 2026-01-07 | |
| MMEB Leaderboard | ✓ Link | 66.49 | UEmbed-2B (dense) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 65.53 | UEmbed-2B (sparse) | 2026-08-03 |
| MMEB Leaderboard | ✓ Link | 64.07 | UME-R1-7B | 2025-11-01 |
| MMEB Leaderboard | 63.59 | e5-omni-3B | 2026-01-07 | |
| MMEB Leaderboard | ✓ Link | 60.17 | interestFM-UIR-CAFe-7B | 2025-03-25 |
| MMEB Leaderboard | ✓ Link | 59.96 | LCO-Embedding-Omni-7B | 2025-10-13 |
| MMEB Leaderboard | ✓ Link | 59.69 | UME-R1-2B | 2025-11-01 |
| MMEB Leaderboard | ✓ Link | 59.01 | EmbeddingGemma-2 | 2025-09-24 |
| MMEB Leaderboard | 57.32 | gme-Qwen2-VL-7B-Instruct | 2024-12-22 | |
| MMEB Leaderboard | 53.65 | gme-Qwen2-VL-2B-Instruct | 2024-12-22 | |
| MMEB Leaderboard | ✓ Link | 49.33 | interestFM-UIR-CAFe-0.5B | 2025-03-25 |
| VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks | 47.0 | VLM2Vec-V1-Qwen2VL-7B | 2024-10-07 | |
| VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks | 42.69 | VLM2Vec-V1-Qwen2VL-2B | 2024-10-07 | |
| MMEB Leaderboard | 34.3 | RGE(Qwen2VL-7B) | 2025-11-20 | |
| MMEB Leaderboard | 33.52 | RGE(Qwen2.5VL-7B) | 2025-11-20 | |
| MMEB Leaderboard | 32.36 | RGE(Qwen2.5VL-3B) | 2025-11-20 | |
| MMEB Leaderboard | 32.06 | RGE(Qwen2VL-2B) | 2025-11-20 |