Text-to-image retrieval on Private Industrial Photo Galleries Average
55.94NDCG@10OSCAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSCARModel=OSCAR (Ours)2026.02 | 55.94 | 62.21 | |
| RzenEmbed-v2-7BModel=RzenEmbed-v2-7B2026.02 | 48.96 | 51.1 | |
| Ops-MM-v1Model=Ops-MM-v12026.02 | 48.24 | 50.72 | |
| QQMM-embed-v2Model=QQMM-embed-v22026.02 | 48.22 | 50.78 | |
| Qwen3-Embed-8BModel=Qwen3-Embed-8B2026.02 | 43.13 | 45.01 | |
| Qwen3-Embed-4BModel=Qwen3-Embed-4B2026.02 | 43.03 | 44.93 | |
| VLM2VecModel=VLM2Vec2026.02 | 42.72 | 46.11 | |
| B3_Qwen2_7BModel=B3_Qwen2_7B2026.02 | 40.73 | 44.6 | |
| Qwen3-Embed-0.6BModel=Qwen3-Embed-0.6B2026.02 | 40.15 | 42.14 | |
| bge-m3Model=bge-m32026.02 | 39.28 | 41.62 |