Retrieval on DVisRAG Dataset Real
63.82MRR@10RobustVisRAG
Evaluation results
| Method | Links | |
|---|---|---|
| RobustVisRAG# Para.=3.43B2026.02 | 63.82 | |
| RobustVisRAG2026.02 | 63.82 | |
| VisRAG-Ret-FM (FARE)# Para.=3.43B2026.02 | 59.39 | |
| VisRAG-FT2026.02 | 59.39 | |
| VisRAG-Ret-FM# Para.=3.43B2026.02 | 58.25 | |
| VisRAG-Ret# Para.=3.43B2026.02 | 56.47 | |
| VisRAG2026.02 | 56.47 | |
| Two-Stage2026.02 | 53.59 | |
| MiniCPM-FV (T)# Para.=2.72B2026.02 | 52.09 | |
| MiniCPM-FM (T)# Para.=2.72B2026.02 | 51.72 | |
| NV-Embed-v2 (T)# Para.=7.85B2026.02 | 49.44 | |
| ColPali-FV# Para.=2.97B2026.02 | 41.7 | |
| BM25 (T)# Para.=n.a2026.02 | 38.6 | |
| BGE-large (T)# Para.=335M2026.02 | 35.23 | |
| SigLIP-FM# Para.=883M2026.02 | 31.89 | |
| SigLIP-FV# Para.=883M2026.02 | 28.5 | |
| SigLIP# Para.=883M2026.02 | 15.07 |