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ResearchFormerly WizWand

Image Retrieval on Revisited Paris (RPar) + R1M (Hard)

78.2mAPSG + LOCORE
32.33644.24356.1568.057Mar 22, 2021Nov 21, 2021Jul 23, 2022Mar 25, 2023Nov 24, 2023Jul 25, 2024Mar 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SG + LOCOREGlobal=SG, Local=DINOv2, Re-rank=SG + LOCORE2025.0378.2
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.0877
LOCOREGlobal=SG, Local=DINOv2, Re-rank=LOCORE2025.0376.5
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=502025.0376.5
SG + LOCOREGlobal=SG, Local=CVNet, Re-rank=SG + LOCORE2025.0376.1
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=502025.0375.8
SG-RerankGlobal=SG, Local=N/A, Re-rank=SG-Rerank2025.0375.7
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.0875.4
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.0875
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.0874.6
RN101-SuperGlobal + AMES* (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=400, Hidden size=7682025.0374.3
RN101-SuperGlobal + AMES (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.0373.9
RN101-SuperGlobal + LOCORE-baseBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0372.7
RN101-SuperGlobal + LOCORE-smallBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0372.3
SuperGlobalBackbone=ResNet-101, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.0871.4
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.0871.4
RN101-SuperGlobal + SuperGlobal Rerank (top-400)Backbone=RN101-SuperGlobal, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.0371.4
RN101-SuperGlobal + AMES*Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=100, Hidden size=7682025.0371.3
RN101-SuperGlobal + AMESBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0370.9
LOCOREGlobal=SG, Local=CVNet, Re-rank=LOCORE2025.0370.7
SG + LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=SG + LOCORE2025.0369.5
CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.0869.3
CVNetBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.0869.3
SuperGlobalBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0869.1
SuperGlobalBackbone=ResNet-101, Strategy=Global feature retrieval2023.0869.1
RN101-SuperGlobalBackbone=RN101-SuperGlobal2025.0369.1
SuperGlobalBackbone=ResNet-50, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.0868.7
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.0868.7
CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.0867.3
CVNetBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.0867.3
DOLGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0866.7
DOLGBackbone=ResNet-101, Strategy=Global feature retrieval2023.0866.7
LOCOREGlobal=DINOv2, Local=DINOv2, Re-rank=LOCORE2025.0366.7
SG-RerankGlobal=DINOv2, Local=N/A, Re-rank=SG-Rerank2025.0365.8
SuperGlobalBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0865.2
SuperGlobalBackbone=ResNet-50, Strategy=Global feature retrieval2023.0865.2
DOLGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0862.8
DOLGBackbone=ResNet-50, Strategy=Global feature retrieval2023.0862.8
CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0862.2
CVNetBackbone=ResNet-101, Strategy=Global feature retrieval2023.0862.2
RN101-DELG + LOCORE-baseBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0361.8
CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0860.2
CVNetBackbone=ResNet-50, Strategy=Global feature retrieval2023.0860.2
RN50-DELG + LOCORE-baseBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0358.2
RN50-DELG + LOCORE-smallBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0357.9
alphaQE + RRT# Reranked images=200, Desc. version=R50-v2-clean2021.0357.1
RRT# Reranked images=400, Desc. version=R50-v2-clean2021.0355.6
RN101-DELG + LOCORE-smallBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0355.2
RN50-DELG + CVNet RerankerBackbone=RN50-DELG, Number of descriptors=3,072, Local descriptors=DELG, Reranking candidates=1002025.0352.5
RRT# Reranked images=200, Desc. version=R50-v2-clean2021.0352.3
RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v2-clean2021.0352.3
alphaQEDesc. version=R50-v2-clean2021.0351.2
RRT# Reranked images=100, Desc. version=R50-v2-clean2021.0349.4
RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v2-clean2021.0349.4
RN50-DELG + RRTBackbone=RN50-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.0349.4
DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.0848.7
DELGBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.0848.7
RN101-DELG + GVBackbone=RN101-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.0348.7
DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0846.9
DELGBackbone=ResNet-101, Strategy=Global feature retrieval2023.0846.9
RN101-DELGBackbone=RN101-DELG2025.0346.9
GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v2-clean2021.0345.7
DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.0845.7
DELGBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.0845.7
RN50-DELG + GVBackbone=RN50-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.0345.7
GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v2-clean2021.0344.5
DELG globalDesc. version=R50-v2-clean2021.0344.4
DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v2-clean2021.0344.4
DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0844.4
DELGBackbone=ResNet-50, Strategy=Global feature retrieval2023.0844.4
RN50-DELGBackbone=RN50-DELG2025.0344.4
alphaQE + RRT# Reranked images=200, Desc. version=R50-v12021.0343.1
RRT# Reranked images=400, Desc. version=R50-v12021.0341.6
RRT# Reranked images=200, Desc. version=R50-v12021.0339.5
RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v12021.0339.5
alphaQEDesc. version=R50-v12021.0338.1
RRT# Reranked images=100, Desc. version=R50-v12021.0337.5
RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v12021.0337.5
GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v12021.0334.8
GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v12021.0334.7
DELG globalDesc. version=R50-v12021.0334.1
DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v12021.0334.1