Universal Multimodal Embedding on MMEB Total v2
61.6Total ScorePLUME
Evaluation results
| Method | Links | |
|---|---|---|
| PLUMEVenue=Ours, Backbone=Qwen2-VL-2B2026.04 | 61.6 | |
| UME-R1Venue=ICLR’26, Backbone=Qwen2-VL-2B2026.04 | 60.1 | |
| VLM2Vec-V2Venue=TMLR’26, Backbone=Qwen2-VL-2B2026.04 | 58 | |
| GMEVenue=CVPR’25, Backbone=Qwen2-VL-2B2026.04 | 54.1 | |
| DUMEVenue=ICLR’26, Backbone=Qwen2-VL-2B2026.04 | 52.7 | |
| VLM2VecVenue=ICLR’25, Backbone=Qwen2-VL-2B2026.04 | 47 | |
| LamRAVenue=CVPR’25, Backbone=Qwen2-VL-2B2026.04 | 40.4 |