Text-to-image retrieval on Gallery2
53.12NDCG@10OSCAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSCARModel=OSCAR (Ours)2026.02 | 53.12 | 57.43 | |
| RzenEmbed-v2-7BModel=RzenEmbed-v2-7B2026.02 | 49.62 | 51.93 | |
| Ops-MM-v1Model=Ops-MM-v12026.02 | 48.95 | 51.44 | |
| QQMM-embed-v2Model=QQMM-embed-v22026.02 | 48.42 | 51.29 | |
| VLM2VecModel=VLM2Vec2026.02 | 44.91 | 48.69 | |
| Qwen3-Embed-8BModel=Qwen3-Embed-8B2026.02 | 44.57 | 46.86 | |
| Qwen3-Embed-4BModel=Qwen3-Embed-4B2026.02 | 44.55 | 46.8 | |
| B3_Qwen2_7BModel=B3_Qwen2_7B2026.02 | 41.84 | 45.71 | |
| Qwen3-Embed-0.6BModel=Qwen3-Embed-0.6B2026.02 | 40.11 | 42.54 | |
| bge-m3Model=bge-m32026.02 | 38.36 | 41.47 |