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ResearchFormerly WizWand

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

87.7mAPSuperGlobal
58.5866.1473.781.26Mar 22, 2021Nov 21, 2021Jul 23, 2022Mar 25, 2023Nov 24, 2023Jul 25, 2024Mar 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.0887.7
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=16002023.0886.8
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=502025.0386.8
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.0886.5
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=502025.0386.4
RN101-SuperGlobal + AMES* (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=400, Hidden size=7682025.0385.8
RN101-SuperGlobal + AMES (top-400)Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.0385.7
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=8002023.0885.4
SuperGlobalBackbone=ResNet-101, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.0884.9
SuperGlobalBackbone=ResNet-101, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.0884.9
RN101-SuperGlobal + SuperGlobal Rerank (top-400)Backbone=RN101-SuperGlobal, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=4002025.0384.9
RN101-SuperGlobal + LOCORE-baseBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0384.3
RN101-SuperGlobal + LOCORE-smallBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0384
SuperGlobalBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0883.9
SuperGlobalBackbone=ResNet-101, Strategy=Global feature retrieval2023.0883.9
RN101-SuperGlobalBackbone=RN101-SuperGlobal2025.0383.9
CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.0883.8
CVNetBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.0883.8
RN101-SuperGlobal + AMES*Backbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=100, Hidden size=7682025.0383.8
RN101-SuperGlobal + AMESBackbone=RN101-SuperGlobal, Number of descriptors=50, Local descriptors=DINOv2-ViT-B/14, Reranking candidates=1002025.0383.7
SuperGlobalBackbone=ResNet-50, Retrieval Category=SuperGlobal retrieval and reranking, Reranking Setting=Rerank top 4002023.0883.4
SuperGlobalBackbone=ResNet-50, Strategy=SuperGlobal feature retrieval and reranking, Reranking Depth=4002023.0883.4
DOLGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0883.3
DOLGBackbone=ResNet-101, Strategy=Global feature retrieval2023.0883.3
CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=Rerank top 4002023.0882.4
CVNetBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=4002023.0882.4
SuperGlobalBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0881.3
SuperGlobalBackbone=ResNet-50, Strategy=Global feature retrieval2023.0881.3
DOLGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0880.8
DOLGBackbone=ResNet-50, Strategy=Global feature retrieval2023.0880.8
RN101-DELG + LOCORE-baseBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0380.7
CVNetBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0880.6
CVNetBackbone=ResNet-101, Strategy=Global feature retrieval2023.0880.6
CVNetBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0879
CVNetBackbone=ResNet-50, Strategy=Global feature retrieval2023.0879
RN50-DELG + LOCORE-baseBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0377.9
RN50-DELG + LOCORE-smallBackbone=RN50-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0377.7
RN101-DELG + LOCORE-smallBackbone=RN101-DELG, Number of descriptors=50, Local descriptors=DELG, Reranking candidates=1002025.0375.9
alphaQE + RRT# Reranked images=200, Desc. version=R50-v2-clean2021.0374.8
RRT# Reranked images=400, Desc. version=R50-v2-clean2021.0373.8
alphaQEDesc. version=R50-v2-clean2021.0372.8
RN50-DELG + CVNet RerankerBackbone=RN50-DELG, Number of descriptors=3,072, Local descriptors=DELG, Reranking candidates=1002025.0372.3
RRT# Reranked images=200, Desc. version=R50-v2-clean2021.0371.5
RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v2-clean2021.0371.5
DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.0871.5
DELGBackbone=ResNet-101, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.0871.5
RN101-DELG + GVBackbone=RN101-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.0371.5
DELGBackbone=ResNet-101, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0870.6
DELGBackbone=ResNet-101, Strategy=Global feature retrieval2023.0870.6
RN101-DELGBackbone=RN101-DELG2025.0370.6
RRT# Reranked images=100, Desc. version=R50-v2-clean2021.0369.8
RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v2-clean2021.0369.8
RN50-DELG + RRTBackbone=RN50-DELG, Number of descriptors=500, Local descriptors=DELG, Reranking candidates=1002025.0369.8
GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v2-clean2021.0369.6
GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v2-clean2021.0369.6
DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval + Local feature reranking, Reranking Setting=GV rerank top 1002023.0869.6
DELGBackbone=ResNet-50, Strategy=Global feature retrieval + Local feature reranking, Reranking Depth=1002023.0869.6
RN50-DELG + GVBackbone=RN50-DELG, Number of descriptors=1000, Local descriptors=DELG, Reranking candidates=1002025.0369.6
DELG globalDesc. version=R50-v2-clean2021.0368.6
DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v2-clean2021.0368.6
DELGBackbone=ResNet-50, Retrieval Category=Global feature retrieval, Reranking Setting=No reranking2023.0868.6
DELGBackbone=ResNet-50, Strategy=Global feature retrieval2023.0868.6
RN50-DELGBackbone=RN50-DELG2025.0368.6
alphaQE + RRT# Reranked images=200, Desc. version=R50-v12021.0365.4
RRT# Reranked images=400, Desc. version=R50-v12021.0364
alphaQEDesc. version=R50-v12021.0363.7
RRT# Reranked images=200, Desc. version=R50-v12021.0362.1
RRT# local desc.=500, # Reranked images=200, Desc. version=R50-v12021.0362.1
GV*# local desc.=1000, # Reranked images=200, Desc. version=R50-v12021.0360.9
RRT# Reranked images=100, Desc. version=R50-v12021.0360.7
RRT# local desc.=500, # Reranked images=100, Desc. version=R50-v12021.0360.7
GV# local desc.=1000, # Reranked images=100, Desc. version=R50-v12021.0360.5
DELG globalDesc. version=R50-v12021.0359.7
DELG global# local desc.=0, # Reranked images=0, Desc. version=R50-v12021.0359.7