Image Retrieval on Revisited Oxford (ROxf) + R1M (Hard)
76.3mAPSG + LOCORE
Evaluation results
| Method | Links | |
|---|---|---|
| SG + LOCOREGlobal=SG, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 76.3 | |
| LOCOREGlobal=SG, Local=DINOv2, Re-rank=LOCORE2025.03 | 75.8 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 74.3 | |
| SG + LOCOREGlobal=SG, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 73.7 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 73.5 | |
| LOCOREGlobal=SG, Local=DINOv2, Re-rank=LOCORE2025.03 | 73.2 | |
| SG + LOCOREGlobal=SG, Local=CVNet, Re-rank=SG + LOCORE2025.03 | 71.5 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 71.1 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 71.1 | |
| SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.03 | 71.1 | |
| SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.03 | 69.4 | |
| LOCOREGlobal=SG, Local=CVNet, Re-rank=LOCORE2025.03 | 68.6 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 68.2 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 67.4 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 67.4 | |
| AMESGlobal=SG, Local=DINOv2, Re-rank=AMES, Hidden Size=7682025.03 | 67.3 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 67 | |
| R2FormerGlobal=SG, Local=DINOv2, Re-rank=R2Former, Hidden Size=7682025.03 | 66.2 | |
| RRTGlobal=SG, Local=DINOv2, Re-rank=RRT, Hidden Size=7682025.03 | 66.1 | |
| AMESGlobal=SG, Local=CVNet, Re-rank=AMES2025.03 | 65.7 | |
| SG + LOCOREGlobal=SG, Local=CVNet, Re-rank=SG + LOCORE2025.03 | 65.6 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 65.1 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 65.1 | |
| LOCOREGlobal=SG, Local=CVNet, Re-rank=LOCORE2025.03 | 64.9 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 64.2 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 64.2 | |
| SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.03 | 63.9 | |
| R2FormerGlobal=SG, Local=CVNet, Re-rank=R2Former2025.03 | 63.7 | |
| RRTGlobal=SG, Local=CVNet, Re-rank=RRT2025.03 | 62.7 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 61.9 | |
| SuperGlobalBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 61.9 | |
| Baseline (SuperGlobal)Global=SG, Local=N/A, Re-rank=N/A2025.03 | 61.9 | |
| BaselineGlobal=SG, Local=N/A, Re-rank=N/A2025.03 | 61.4 | |
| LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=LOCORE2025.03 | 54.9 | |
| DOLGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 54.8 | |
| DOLGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 54.8 | |
| SG + LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 54.4 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 53.7 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 53.7 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 53.6 | |
| SuperGlobalBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 53.6 | |
| LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=LOCORE2025.03 | 52.5 | |
| DOLGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 52.2 | |
| DOLGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 52.2 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 50.9 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 50.2 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 50.2 | |
| RRT# Reranked images=400, Desc. version=R50-v2-clean2021.03 | 49.5 | |
| SG + LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=SG + LOCORE2025.03 | 48.7 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 47.5 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 47.5 | |
| AMESGlobal=DINOv2, Local=DINOv2, Re-rank=AMES, Hidden Size=7682025.03 | 46.8 | |
| RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 46.3 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 46.3 | |
| RRTGlobal=DINOv2, Local=DINOv2, Re-rank=RRT, Hidden Size=7682025.03 | 46 | |
| R2FormerGlobal=DINOv2, Local=DINOv2, Re-rank=R2Former, Hidden Size=7682025.03 | 44.6 | |
| RRT# Reranked images=100, Desc. version=R50-v2-clean2021.03 | 44.1 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 44.1 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 43.6 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 43.6 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 43.6 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 42.9 | |
| RRT# Reranked images=400, Desc. version=R50-v12021.03 | 42.6 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v12021.03 | 42.1 | |
| SG-RerankGlobal=DINOv2, Local=N/A, Re-rank=SG-Rerank2025.03 | 40.5 | |
| RRT# Reranked images=200, Desc. version=R50-v12021.03 | 39.5 | |
| alphaQEDesc. version=R50-v2-clean2021.03 | 39.5 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v12021.03 | 39.5 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v12021.03 | 37.9 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 37.5 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 37.5 | |
| RRT# Reranked images=100, Desc. version=R50-v12021.03 | 37 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v12021.03 | 37 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v12021.03 | 36.8 | |
| BaselineGlobal=DINOv2, Local=N/A, Re-rank=N/A2025.03 | 35.2 | |
| alphaQEDesc. version=R50-v12021.03 | 33.6 | |
| DELG globalDesc. version=R50-v2-clean2021.03 | 32.7 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v2-clean2021.03 | 32.7 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 32.7 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 32.7 | |
| SG-RerankGlobal=DINOv2, Local=N/A, Re-rank=SG-Rerank2025.03 | 31.2 | |
| DELG globalDesc. version=R50-v12021.03 | 27.8 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v12021.03 | 27.8 |