Retrieval on E-VQA
44.9Recall@1MG2-RAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MG2-RAGRetrieval Category=Multi-Modality Retrieval, Retrieval Modality=MM2026.04 | 44.9 | 66.4 | 72 | 79.4 | 83.9 | |
| EVA-CLIP-8BRetrieval Category=Cross-Modality Retrieval, Retrieval Modality=V→T2026.04 | 42 | 62.6 | 69.5 | 75.6 | 83.2 | |
| EVA-CLIP-8BRetrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 30 | 45 | 50 | 55 | 59.9 | |
| CLIP ViT-L/14Retrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 17.8 | 31 | 36.4 | 42.6 | 50.3 | |
| Nomic-EmbedRetrieval Category=Single Modality Retrieval, Retrieval Modality=V→V2026.04 | 16.4 | 26.9 | 33.6 | 38.4 | 44.5 | |
| CLIP ViT-L/14Retrieval Category=Cross-Modality Retrieval, Retrieval Modality=V→T2026.04 | 10.9 | 26.2 | 35.8 | 44.6 | 55.6 | |
| Nomic-EmbedRetrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 4.7 | 9.1 | 12.1 | 15.9 | 23 | |
| EVA-CLIP-8BRetrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 2.2 | 4.1 | 5.2 | 7 | 9.5 | |
| EVA-CLIP-8BRetrieval Category=Cross-Modality Retrieval, Retrieval Modality=T→V2026.04 | 1.8 | 4.6 | 6.3 | 8.5 | 12.9 | |
| CLIP ViT-L/14Retrieval Category=Cross-Modality Retrieval, Retrieval Modality=T→V2026.04 | 1.6 | 3.3 | 4.8 | 7 | 10.9 | |
| CLIP ViT-L/14Retrieval Category=Single Modality Retrieval, Retrieval Modality=T→T2026.04 | 1 | 2 | 2.5 | 3.2 | 4.4 |