Image, Text-to-Text Retrieval on InfoSeek
70.3Recall@5V-Retrver-7B*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| V-Retrver-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 70.3 | 61.1 | |
| V-Retrver-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 65.9 | 61.1 | |
| LamRA-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 59.1 | 50.9 | |
| LamRA-7B*Evaluation Protocol=Zero-shot, Training Condition=Held-out tasks (no exposure)2026.02 | 54.2 | 50.9 | |
| UniIR-CLIP_SFEvaluation Protocol=Supervised2026.02 | 48.9 | 44.4 | |
| Vision-R1-7BEvaluation Protocol=Zero-shot2026.02 | 46.5 | 41.9 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot2026.02 | 44.9 | 39.5 | |
| Vision-R1-7BEvaluation Protocol=Zero-shot2026.02 | 42.9 | 41.9 | |
| Qwen2.5-VL-7BEvaluation Protocol=Zero-shot2026.02 | 40.4 | 39.5 | |
| UniIR-BLIP_FFEvaluation Protocol=Supervised2026.02 | 33 | 37 | |
| CLIP-SFRetrieval Strategy=Embedding-based, Fusion Strategy=Score-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 27.9 | — | |
| UniIR-CLIP_SFEvaluation Protocol=Supervised2026.02 | 27.9 | 44.4 | |
| CLIP-SFApproach=Embedding-based, Fusion=SF2025.03 | 24 | — | |
| BLIP-FFRetrieval Strategy=Embedding-based, Fusion Strategy=Feature-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 22.4 | — | |
| UniIR-BLIP_FFEvaluation Protocol=Supervised2026.02 | 22.4 | 37 | |
| GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=true, Retrieval Pool=Task-specific2025.03 | 20.7 | — | |
| BLIP-FFApproach=Embedding-based, Fusion=FF2025.03 | 19.7 | — | |
| GENIUSApproach=Generative, Re-ranking=true2025.03 | 18 | — | |
| GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=false, Retrieval Pool=Task-specific2025.03 | 11.2 | — | |
| GENIUSApproach=Generative2025.03 | 10.4 | — |