Image Retrieval on Revisited Oxford (ROxf) v1 (Hard)
81.8mAPRN101-SuperGlobal + LOCORE-base (top-400†)
Evaluation results
| Method | Links | |
|---|---|---|
| RN101-SuperGlobal + LOCORE-base (top-400†)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=400, Sliding window re-ranking=true, Stride size=502025.03 | 81.8 | |
| RN101-SuperGlobal + SuperGlobal Rerank (top-400)Backbone=RN101-SuperGlobal, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 80.2 | |
| RN101-SuperGlobal + LOCORE-small (top-400†)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=400, Sliding window re-ranking=true, Stride size=502025.03 | 79.9 | |
| RN101-SuperGlobal + LOCORE-baseBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 79.5 | |
| RN101-SuperGlobal + LOCORE-smallBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 77.6 | |
| RN101-SuperGlobal + AMES* (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=400, Hidden size=7682025.03 | 75.6 | |
| RN101-SuperGlobal + AMES (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 75.2 | |
| RN101-SuperGlobal + AMES*Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=100, Hidden size=7682025.03 | 74.4 | |
| RN101-SuperGlobal + AMESBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 73.8 | |
| RN101-SuperGlobalBackbone=RN101-SuperGlobal2025.03 | 72.1 | |
| RN101-DELG + LOCORE-baseBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 66.9 | |
| RN50-DELG + LOCORE-baseBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 64.2 | |
| RN101-DELG + LOCORE-smallBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 64.2 | |
| RN101-DELG + RRTBackbone=RN101-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.03 | 64.1 | |
| RN101-DELG + GVBackbone=RN101-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 64 | |
| RN50-DELG + LOCORE-smallBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 63.3 | |
| RN50-DELG + CVNet RerankerBackbone=RN50-DELG, Number of descriptors=3,072, Local descriptors=DELG, Reranking candidates=1002025.03 | 63 | |
| RRT# local desc.=500, desc. version=R50-v2-clean2021.03 | 60.2 | |
| RN50-DELG + RRTBackbone=RN50-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.03 | 60.2 | |
| RN50-DELG + GVBackbone=RN50-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 57.9 | |
| RRT# local desc.=500, desc. version=R50-v12021.03 | 56.4 | |
| RN101-DELGBackbone=RN101-DELG2025.03 | 55.6 | |
| DELG global# local desc.=0, desc. version=R50-v2-clean2021.03 | 51 | |
| RN50-DELGBackbone=RN50-DELG2025.03 | 51 | |
| ASMK rerank# local desc.=1000, desc. version=R50-v2-clean2021.03 | 49.3 | |
| ASMK rerank# local desc.=1000, desc. version=R50-v12021.03 | 47.5 | |
| ASMK global# local desc.=1000, desc. version=R50-v12021.03 | 47.1 | |
| ASMK global# local desc.=1000, desc. version=R50-v2-clean2021.03 | 45.8 | |
| DELG global# local desc.=0, desc. version=R50-v12021.03 | 45.1 |