Image Retrieval on Revisited Oxford (ROxf) + R1M (Medium)
86.5mAPSG + LOCORE
Evaluation results
| Method | Links | |
|---|---|---|
| SG + LOCOREGlobal=SG, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 86.5 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 85.9 | |
| LOCOREGlobal=SG, Local=DINOv2, Re-rank=LOCORE2025.03 | 85.8 | |
| 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 | 85.8 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 85.5 | |
| SG + LOCOREGlobal=SG, Local=CVNet, Re-rank=SG + LOCORE2025.03 | 84.7 | |
| 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 | 84.7 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 84.4 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 84.4 | |
| SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.03 | 84.4 | |
| RN101-SuperGlobal + SuperGlobal Rerank (top-400)Backbone=RN101-SuperGlobal, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 84.4 | |
| SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.03 | 84 | |
| RN101-SuperGlobal + LOCORE-baseBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 83.6 | |
| RN101-SuperGlobal + LOCORE-smallBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 82.7 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 82 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 81.9 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 81.9 | |
| LOCOREGlobal=SG, Local=CVNet, Re-rank=LOCORE2025.03 | 81.9 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 81.3 | |
| AMESGlobal=SG, Local=DINOv2, Re-rank=AMES, Hidden Size=7682025.03 | 81.3 | |
| 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 | 81.3 | |
| RN101-SuperGlobal + AMES (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 81.2 | |
| R2FormerGlobal=SG, Local=DINOv2, Re-rank=R2Former, Hidden Size=7682025.03 | 81 | |
| RRTGlobal=SG, Local=DINOv2, Re-rank=RRT, Hidden Size=7682025.03 | 81 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 80.7 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 80.7 | |
| AMESGlobal=SG, Local=CVNet, Re-rank=AMES2025.03 | 80.7 | |
| RN101-SuperGlobal + AMES*Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=100, Hidden size=7682025.03 | 80.4 | |
| RN101-SuperGlobal + AMESBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 80.3 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 80 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 80 | |
| R2FormerGlobal=SG, Local=CVNet, Re-rank=R2Former2025.03 | 79.9 | |
| RRTGlobal=SG, Local=CVNet, Re-rank=RRT2025.03 | 79.3 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 78.8 | |
| SuperGlobalBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 78.8 | |
| Baseline (SuperGlobal)Global=SG, Local=N/A, Re-rank=N/A2025.03 | 78.8 | |
| RN101-SuperGlobalBackbone=RN101-SuperGlobal2025.03 | 78.8 | |
| BaselineGlobal=SG, Local=N/A, Re-rank=N/A2025.03 | 78.5 | |
| DOLGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 77.4 | |
| DOLGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 77.4 | |
| DOLGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 76.6 | |
| DOLGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 76.6 | |
| RN101-DELG + LOCORE-baseBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 76.1 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 74.7 | |
| SuperGlobalBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 74.7 | |
| RN101-DELG + LOCORE-smallBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 74.1 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 74 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 74 | |
| LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=LOCORE2025.03 | 73.4 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 72.6 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 72.6 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 71.7 | |
| RN50-DELG + LOCORE-baseBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 71.7 | |
| SG + LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 71.2 | |
| RN50-DELG + LOCORE-smallBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 70.9 | |
| RRT# Reranked images=400, Desc. version=R50-v2-clean2021.03 | 70.6 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 69.1 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 69.1 | |
| RN101-DELG + GVBackbone=RN101-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 69.1 | |
| AMESGlobal=DINOv2, Local=DINOv2, Re-rank=AMES, Hidden Size=7682025.03 | 68.9 | |
| RRTGlobal=DINOv2, Local=DINOv2, Re-rank=RRT, Hidden Size=7682025.03 | 68.8 | |
| RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 68.6 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 68.6 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 68.2 | |
| R2FormerGlobal=DINOv2, Local=DINOv2, Re-rank=R2Former, Hidden Size=7682025.03 | 67.8 | |
| RN50-DELG + CVNet RerankerBackbone=RN50-DELG, Number of descriptors=3,072, Local descriptors=DELG, Reranking candidates=1002025.03 | 67.7 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 67.2 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 67.2 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 67.2 | |
| RN50-DELG + GVBackbone=RN50-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 67.2 | |
| RRT# Reranked images=100, Desc. version=R50-v2-clean2021.03 | 67 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 67 | |
| RN50-DELG + RRTBackbone=RN50-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.03 | 67 | |
| alphaQEDesc. version=R50-v2-clean2021.03 | 66.4 | |
| RRT# Reranked images=400, Desc. version=R50-v12021.03 | 66.2 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v12021.03 | 66.2 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 63.7 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 63.7 | |
| RN101-DELGBackbone=RN101-DELG2025.03 | 63.7 | |
| RRT# Reranked images=200, Desc. version=R50-v12021.03 | 63.5 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v12021.03 | 63.5 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v12021.03 | 63.1 | |
| SG-RerankGlobal=DINOv2, Local=N/A, Re-rank=SG-Rerank2025.03 | 62.2 | |
| RRT# Reranked images=100, Desc. version=R50-v12021.03 | 61.2 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v12021.03 | 61.2 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v12021.03 | 61.1 | |
| alphaQEDesc. version=R50-v12021.03 | 60.7 | |
| DELG globalDesc. version=R50-v2-clean2021.03 | 60.6 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v2-clean2021.03 | 60.6 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 60.6 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 60.6 | |
| RN50-DELGBackbone=RN50-DELG2025.03 | 60.6 | |
| BaselineGlobal=DINOv2, Local=N/A, Re-rank=N/A2025.03 | 59.6 | |
| DELG globalDesc. version=R50-v12021.03 | 55 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v12021.03 | 55 |