Image Retrieval on Revisited Paris (RPar) + R1M (Medium)
87.7mAPSuperGlobal
Evaluation Results
| Method | Links | |
|---|---|---|
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 87.7 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.08 | 86.8 | |
| 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 | 86.8 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 86.5 | |
| 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 | 86.4 | |
| 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 | 85.8 | |
| RN101-SuperGlobal + AMES (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 85.7 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.08 | 85.4 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 84.9 | |
| SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 84.9 | |
| RN101-SuperGlobal + SuperGlobal Rerank (top-400)Backbone=RN101-SuperGlobal, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.03 | 84.9 | |
| RN101-SuperGlobal + LOCORE-baseBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 84.3 | |
| RN101-SuperGlobal + LOCORE-smallBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 84 | |
| SuperGlobalBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 83.9 | |
| SuperGlobalBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 83.9 | |
| RN101-SuperGlobalBackbone=RN101-SuperGlobal2025.03 | 83.9 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 83.8 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 83.8 | |
| RN101-SuperGlobal + AMES*Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=100, Hidden size=7682025.03 | 83.8 | |
| RN101-SuperGlobal + AMESBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.03 | 83.7 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.08 | 83.4 | |
| SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.08 | 83.4 | |
| DOLGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 83.3 | |
| DOLGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 83.3 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.08 | 82.4 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.08 | 82.4 | |
| SuperGlobalBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 81.3 | |
| SuperGlobalBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 81.3 | |
| DOLGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 80.8 | |
| DOLGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 80.8 | |
| RN101-DELG + LOCORE-baseBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 80.7 | |
| CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 80.6 | |
| CVNetBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 80.6 | |
| CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 79 | |
| CVNetBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 79 | |
| RN50-DELG + LOCORE-baseBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 77.9 | |
| RN50-DELG + LOCORE-smallBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 77.7 | |
| RN101-DELG + LOCORE-smallBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.03 | 75.9 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 74.8 | |
| RRT# Reranked images=400, Desc. version=R50-v2-clean2021.03 | 73.8 | |
| alphaQEDesc. version=R50-v2-clean2021.03 | 72.8 | |
| RN50-DELG + CVNet RerankerBackbone=RN50-DELG, Number of descriptors=3,072, Local descriptors=DELG, Reranking candidates=1002025.03 | 72.3 | |
| RRT# Reranked images=200, Desc. version=R50-v2-clean2021.03 | 71.5 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 71.5 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 71.5 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 71.5 | |
| RN101-DELG + GVBackbone=RN101-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 71.5 | |
| DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 70.6 | |
| DELGBackbone=ResNet-101, Strategy=Global feature retrieval2023.08 | 70.6 | |
| RN101-DELGBackbone=RN101-DELG2025.03 | 70.6 | |
| RRT# Reranked images=100, Desc. version=R50-v2-clean2021.03 | 69.8 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 69.8 | |
| RN50-DELG + RRTBackbone=RN50-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.03 | 69.8 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v2-clean2021.03 | 69.6 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v2-clean2021.03 | 69.6 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.08 | 69.6 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.08 | 69.6 | |
| RN50-DELG + GVBackbone=RN50-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.03 | 69.6 | |
| DELG globalDesc. version=R50-v2-clean2021.03 | 68.6 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v2-clean2021.03 | 68.6 | |
| DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.08 | 68.6 | |
| DELGBackbone=ResNet-50, Strategy=Global feature retrieval2023.08 | 68.6 | |
| RN50-DELGBackbone=RN50-DELG2025.03 | 68.6 | |
| alphaQE + RRT# Reranked images=200, Desc. version=R50-v12021.03 | 65.4 | |
| RRT# Reranked images=400, Desc. version=R50-v12021.03 | 64 | |
| alphaQEDesc. version=R50-v12021.03 | 63.7 | |
| RRT# Reranked images=200, Desc. version=R50-v12021.03 | 62.1 | |
| RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v12021.03 | 62.1 | |
| GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v12021.03 | 60.9 | |
| RRT# Reranked images=100, Desc. version=R50-v12021.03 | 60.7 | |
| RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v12021.03 | 60.7 | |
| GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v12021.03 | 60.5 | |
| DELG globalDesc. version=R50-v12021.03 | 59.7 | |
| DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v12021.03 | 59.7 |