Text-to-image retrieval on Gallery3
58.7NDCG@10OSCAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSCARModel=OSCAR (Ours)2026.02 | 58.7 | 63.92 | |
| RzenEmbed-v2-7BModel=RzenEmbed-v2-7B2026.02 | 46.23 | 47.59 | |
| QQMM-embed-v2Model=QQMM-embed-v22026.02 | 44.6 | 46.63 | |
| Ops-MM-v1Model=Ops-MM-v12026.02 | 43.98 | 46.99 | |
| Qwen3-Embed-8BModel=Qwen3-Embed-8B2026.02 | 41.89 | 43.13 | |
| Qwen3-Embed-4BModel=Qwen3-Embed-4B2026.02 | 41.48 | 43.07 | |
| bge-m3Model=bge-m32026.02 | 39.87 | 41.41 | |
| Qwen3-Embed-0.6BModel=Qwen3-Embed-0.6B2026.02 | 39.6 | 41.11 | |
| VLM2VecModel=VLM2Vec2026.02 | 38.96 | 41.86 | |
| B3_Qwen2_7BModel=B3_Qwen2_7B2026.02 | 37.49 | 40.76 |