Multimodal Retrieval on MMEB Image v2 (test)
76.1CLS (Hit@1)Seed-1.6-embedding
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Seed-1.6-embeddingBackbone=Seed1.6-flash, Data Access Setting=Closed-Source or w/ Additional Data2026.04 | 76.1 | 74 | 77.9 | 91.3 | 77.8 | |
| Qwen3-VL-EmbeddingBackbone=Qwen3-VL, Data Access Setting=Closed-Source or w/ Additional Data2026.04 | 74.2 | 81.1 | 80.2 | 92.3 | 80.1 | |
| RIMEBackbone=Qwen2-VL, Model Size Group=~ 7B Model Size2026.04 | 70.3 | 71.7 | 73.2 | 86.3 | 73.4 | |
| Think-Then-EmbedBackbone=Qwen2-VL, Data Access Setting=Closed-Source or w/ Additional Data2026.04 | 69.7 | 72.4 | 74 | 90.6 | 74.2 | |
| Ops-MM-EmbedBackbone=Qwen2-VL, Data Access Setting=Closed-Source or w/ Additional Data2026.04 | 69.7 | 69.6 | 73.1 | 87.2 | 72.7 | |
| RIMEBackbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 67.9 | 64.4 | 69.8 | 82.1 | 69.1 | |
| UME-R1Backbone=Qwen2-VL, Model Size Group=~ 7B Model Size2026.04 | 67.1 | 69.2 | 71.9 | 84.9 | 71.3 | |
| UME-R1Backbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 64.8 | 62.8 | 67.6 | 77.2 | 66.6 | |
| DUMEBackbone=Qwen2-VL, Model Size Group=~ 7B Model Size2026.04 | 64.2 | 57 | 70.8 | 81.8 | 66.4 | |
| CAFeBackbone=LLaVA-OV, Model Size Group=~ 7B Model Size2026.04 | 63.6 | 61.7 | 69.1 | 87.6 | 67.6 | |
| VLM2Vec-V2Backbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 62.9 | 56.3 | 69.5 | 77.3 | 64.9 | |
| VLM2VecBackbone=Qwen2-VL, Model Size Group=~ 7B Model Size2026.04 | 62.7 | 56.9 | 69.4 | 82.2 | 65.5 | |
| DUMEBackbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 59.3 | 55 | 66.3 | 78 | 62.5 | |
| VLM2VecBackbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 58.7 | 49.3 | 65 | 72.9 | 59.7 | |
| GMEBackbone=Qwen2-VL, Model Size Group=~ 7B Model Size2026.04 | 57.7 | 34.7 | 71.2 | 59.3 | 56 | |
| GMEBackbone=Qwen2-VL, Model Size Group=~ 2B Model Size2026.04 | 54.4 | 29.9 | 66.9 | 55.5 | 51.9 | |
| LamRABackbone=Qwen2.5-VL, Model Size Group=~ 7B Model Size2026.04 | 51.7 | 34.1 | 66.9 | 56.7 | 52.4 | |
| ColPali-V1.3Backbone=PaliGemma, Model Size Group=~ 2B Model Size2026.04 | 40.3 | 11.5 | 48.1 | 40.3 | 34.9 |