Visual Document Retrieval on OpenDocVQA
72.63Recall@1ColQwen2.5
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ColQwen2.5Vector Type=Multi-Vector, FLOPs=482.0492025.10 | 72.63 | 86.38 | |
| ColQwen2Vector Type=Multi-Vector, FLOPs=482.0492025.10 | 72.27 | 86.14 | |
| HEAVENVector Type=Multi-Vector, FLOPs=0.5412025.10 | 71.56 | 84.53 | |
| ColPaliVector Type=Multi-Vector, FLOPs=665.1522025.10 | 67.5 | 82.13 | |
| HEAVEN (only Stage 1)Vector Type=Single-Vector, FLOPs=0.1472025.10 | 59.89 | 76.05 | |
| DSEVector Type=Single-Vector, FLOPs=0.2472025.10 | 59.38 | 75.82 | |
| GMEVector Type=Single-Vector, FLOPs=0.2472025.10 | 54.19 | 71.93 | |
| VisRAGVector Type=Single-Vector, FLOPs=0.3702025.10 | 51.41 | 67.39 | |
| NV-Embed-V2Vector Type=Single-Vector, FLOPs=0.6582025.10 | 47.37 | 64.59 | |
| BGE-M3 (multi)Vector Type=Multi-Vector, FLOPs=888.0972025.10 | 46.6 | 62.8 | |
| BGE-M3 (dense)Vector Type=Single-Vector, FLOPs=0.1652025.10 | 38.67 | 52.45 |