Cross-view geo-localization on VIGOR CROSS-AREA (test)
64.8R@1LLaVA Pairwise
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLaVA PairwiseVLM Backbone=LLaVA-1.5-7b, Reranking Strategy Category=Pairwise Methods, Prompting Strategy=Pairwise Comparison2026.03 | 64.8 | 84.8 | 89.8 | |
| Baseline (Retrieval Only)Retrieval Model=Sample4Geo2026.03 | 61.2 | 73.8 | 82.4 | |
| LLaVA DirectVLM Backbone=LLaVA-1.5-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Direct Prediction2026.03 | 61.2 | 73.8 | 82.4 | |
| Qwen PairwiseVLM Backbone=Qwen2.5VL-7b, Reranking Strategy Category=Pairwise Methods, Prompting Strategy=Pairwise Comparison2026.03 | 30.4 | 55 | 68.4 | |
| Qwen DirectVLM Backbone=Qwen2.5VL-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Direct Prediction2026.03 | 25 | 49 | 65.2 | |
| Qwen Yes/NoVLM Backbone=Qwen2.5VL-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Yes/No Prediction2026.03 | 15.6 | 36.2 | 53.2 | |
| LLaVA Yes/NoVLM Backbone=LLaVA-1.5-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Yes/No Prediction2026.03 | 15.2 | 33.4 | 46 | |
| Qwen LikertVLM Backbone=Qwen2.5VL-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Likert Score2026.03 | 14.8 | 34.8 | 50.8 | |
| Qwen Reason Yes/NoVLM Backbone=Qwen2.5VL-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Reasoning + Yes/No2026.03 | 12.8 | 31 | 42.2 | |
| LLaVA Reason Yes/NoVLM Backbone=LLaVA-1.5-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Reasoning + Yes/No2026.03 | 8 | 21.6 | — | |
| LLaVA LikertVLM Backbone=LLaVA-1.5-7b, Reranking Strategy Category=Pointwise Methods, Prompting Strategy=Likert Score2026.03 | 4.8 | 15.2 | 26.2 |