Text-to-image retrieval on Gallery 1
56.01NDCG@10OSCAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSCARModel=OSCAR (Ours)2026.02 | 56.01 | 65.28 | |
| Ops-MM-v1Model=Ops-MM-v12026.02 | 51.78 | 53.74 | |
| QQMM-embed-v2Model=QQMM-embed-v22026.02 | 51.64 | 54.43 | |
| RzenEmbed-v2-7BModel=RzenEmbed-v2-7B2026.02 | 51.04 | 53.79 | |
| VLM2VecModel=VLM2Vec2026.02 | 44.29 | 47.78 | |
| Qwen3-Embed-4BModel=Qwen3-Embed-4B2026.02 | 43.06 | 44.93 | |
| Qwen3-Embed-8BModel=Qwen3-Embed-8B2026.02 | 42.92 | 45.05 | |
| B3_Qwen2_7BModel=B3_Qwen2_7B2026.02 | 42.87 | 47.32 | |
| Qwen3-Embed-0.6BModel=Qwen3-Embed-0.6B2026.02 | 40.73 | 42.78 | |
| bge-m3Model=bge-m32026.02 | 39.61 | 41.98 |