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ResearchFormerly WizWand

Image Retrieval on R-Oxford Medium

78.3mAPSuperGlue
14.8631.3347.864.27Nov 17, 2017Jul 10, 2018Mar 3, 2019Oct 25, 2019Jun 16, 2020Feb 7, 2021Oct 1, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SuperGlueDesc. version=SuperPoint [17], # local desc.=1024, Desc. dim.=256, Global Retrieval Baseline=DELG R50-v2-clean2021.0378.3—
RRTDesc. version=R50-v2-clean, # local desc.=500, Desc. dim.=1282021.0378.1—
SuperGlueDesc. version=SuperPoint [17], # local desc.=500, Desc. dim.=256, Global Retrieval Baseline=DELG R50-v2-clean2021.0376.2—
RRTDesc. version=R50-v1, # local desc.=500, Desc. dim.=1282021.0375.5—
HesAffNet-HardNet++-HQE+SVDetector=HesAffNet (Hessian + AffNet), Descriptor=HardNet++, Query Expansion=HQE, Spatial Verification=true2017.1175.290.9
SuperGlueDesc. version=SuperPoint [17], # local desc.=1024, Desc. dim.=256, Global Retrieval Baseline=DELG R50-v12021.0374.4—
DELG globalDesc. version=R50-v2-clean, # local desc.=02021.0373.6—
ResNet50-DELF–HQE+SVBackbone=ResNet-50, Local Feature=DELF, Query Expansion=HQE, Spatial Verification=true2017.1173.488.2
SuperGlueDesc. version=SuperPoint [17], # local desc.=500, Desc. dim.=256, Global Retrieval Baseline=DELG R50-v12021.0372.6—
HesAffNet-HardNet++-HQEDetector=HesAffNet (Hessian + AffNet), Descriptor=HardNet++, Query Expansion=HQE2017.1171.789.4
HesAff-RootSIFT–HQE+SVDetector=Hessian-Affine, Descriptor=RootSIFT, Query Expansion=HQE, Spatial Verification=true2017.1171.388.1
ResNet101-GeM+DFSBackbone=ResNet-101, Pooling=GeM, Re-ranking=DFS (Global Diffusion)2017.1169.884
DELG globalDesc. version=R50-v1, # local desc.=02021.0369.7—
ResNet101-R-MAC+DFSBackbone=ResNet-101, Pooling=R-MAC, Re-ranking=DFS (Global Diffusion)2017.116982.3
ResNet101-GeM+αQEBackbone=ResNet-101, Pooling=GeM, Query Expansion=αQE2017.1167.286
HesAff-RootSIFT-HQEDetector=Hessian-Affine, Descriptor=RootSIFT, Query Expansion=HQE2017.1166.385.6
VGG GeMTraining Dataset=Retrieval-SfM, Descriptor Dimension=512D2019.0860.9—
CLAHETraining Dataset=Retrieval-SfM, Descriptor Dimension=512D2019.0860.8—
CLAHETraining Dataset=Retrieval-SfM-N/D, Descriptor Dimension=512D2019.0860.2—
U-Net normalizationTraining Dataset=Retrieval-SfM-N/D, Fine-tuning Setup=joint, Descriptor Dimension=512D2019.0860.2—
VGG GeMTraining Dataset=Retrieval-SfM-N/D, Descriptor Dimension=512D2019.0860—
U-Net normalizationTraining Dataset=Retrieval-SfM-N/D, Fine-tuning Setup=normalization, Descriptor Dimension=512D2019.0860—
U-Net normalizationTraining Dataset=Retrieval-SfM, Fine-tuning Setup=joint, Descriptor Dimension=512D2019.0859.9—
Histogram equalizationTraining Dataset=Retrieval-SfM-N/D, Descriptor Dimension=512D2019.0859.6—
Gamma correctionTraining Dataset=Retrieval-SfM-N/D, Descriptor Dimension=512D2019.0859.5—
EdgeMAC+VGGTraining Dataset=Retrieval-SfM, Descriptor Dimension=1024D2019.0859.4—
U-Net normalizationTraining Dataset=Retrieval-SfM-N/D, Fine-tuning Setup=embedding, Descriptor Dimension=512D2019.0858.1—
DINOArch.=ViT-S/16, Pretrain Dataset=GLDv22021.0451.5—
RN101+R-MACPretrain=Supervised, Pretrain Dataset=ImNet2021.0449.8—
DINOArch.=ViT-S/16, Pretrain Dataset=ImNet2021.0441.8—
ROADMAPBackbone=DeiT-S, Training Dataset=SfM-120k, Batch Size=1282021.1038.9—
DINOArch.=ResNet-50, Pretrain Dataset=ImNet2021.0435.4—
IRTBackbone=DeiT-S, Training Dataset=SfM-120k, Batch Size=1282021.1034.5—
ViT-S/16Pretrain=Supervised, Pretrain Dataset=ImNet2021.0433.5—
EdgeMACTraining Dataset=Retrieval-SfM, Descriptor Dimension=512D2019.0817.3—