Video Retrieval on MAGMaR 2026
0.759nDCG@10RRF K=10 + RV
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RRF K=10 + RVFusion Strategy=RRF, Smoothing Constant (K)=10, Reranking=RankVideo2026.05 | 0.759 | 0.771 | 0.811 | 0.652 | 0.735 | 0.832 | |
| Weighted RRF + RVFusion Strategy=Weighted RRF, Reranking=RankVideo2026.05 | 0.757 | 0.768 | 0.81 | 0.65 | 0.725 | 0.832 | |
| RRF K=60 + RVFusion Strategy=RRF, Smoothing Constant (K)=60, Reranking=RankVideo2026.05 | 0.754 | 0.765 | 0.807 | 0.641 | 0.716 | 0.823 | |
| Sum Sim + RVFusion Strategy=Sum Sim, Reranking=RankVideo2026.05 | 0.747 | 0.758 | 0.8 | 0.636 | 0.711 | 0.818 | |
| RRF K=100 + RVFusion Strategy=RRF, Smoothing Constant (K)=100, Reranking=RankVideo2026.05 | 0.746 | 0.757 | 0.799 | 0.636 | 0.711 | 0.818 | |
| Mean Sim + RVFusion Strategy=Mean Sim, Reranking=RankVideo2026.05 | 0.74 | 0.723 | 0.75 | 0.637 | 0.665 | 0.736 | |
| OmniEmbed + RVReranking=RankVideo2026.05 | 0.542 | 0.534 | 0.546 | 0.423 | 0.462 | 0.494 | |
| Max Sim + RVFusion Strategy=Max Sim, Reranking=RankVideo2026.05 | 0.399 | 0.405 | 0.425 | 0.344 | 0.383 | 0.437 |