Visual Document Retrieval on VIMDOC
71.13Recall@1ColQwen2.5
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ColQwen2.5Vector Type=Multi-Vector, FLOPs=407.3202025.10 | 71.13 | 86.39 | |
| HEAVENVector Type=Multi-Vector, FLOPs=0.4862025.10 | 71.05 | 86.41 | |
| ColQwen2Vector Type=Multi-Vector, FLOPs=407.3202025.10 | 66.99 | 82.51 | |
| ColPaliVector Type=Multi-Vector, FLOPs=669.6702025.10 | 63.38 | 80.58 | |
| DSEVector Type=Single-Vector, FLOPs=0.2352025.10 | 58.03 | 77.08 | |
| HEAVEN (only Stage 1)Vector Type=Single-Vector, FLOPs=0.1342025.10 | 57.64 | 76.58 | |
| GMEVector Type=Single-Vector, FLOPs=0.2352025.10 | 57.01 | 76.62 | |
| BGE-M3 (multi)Vector Type=Multi-Vector, FLOPs=5863.3872025.10 | 53.6 | 70.66 | |
| NV-Embed-V2Vector Type=Single-Vector, FLOPs=0.6252025.10 | 50.06 | 69.08 | |
| VisRAGVector Type=Single-Vector, FLOPs=0.3522025.10 | 45.03 | 64.49 | |
| BGE-M3 (dense)Vector Type=Single-Vector, FLOPs=0.1562025.10 | 44.89 | 61.62 |