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ResearchFormerly WizWand

Image Retrieval on ImageNet-1k

73.23mAP@10HgVT-Ti
-2.762816.966136.69556.4239Apr 11, 2025May 8, 2025Jun 4, 2025Jul 1, 2025Jul 28, 2025Aug 24, 2025Sep 20, 2025
Updated 5mo ago

Evaluation results

MethodLinks
HgVT-TiSearch Method=PS, Pooling strategy=Im&Ex, Top-1 Accuracy=76.182025.0473.2325.13
HgVT-TiSearch Method=VS, Pooling strategy=Im&Ex, Top-1 Accuracy=76.182025.0473.0825.22
HgVT-TiSearch Method=PS, Pooling strategy=Expert, Top-1 Accuracy=76.182025.0470.5621.22
HgVT-TiSearch Method=VS, Pooling strategy=Expert, Top-1 Accuracy=76.182025.0470.5321.25
HgVT-TiSearch Method=APS, Pooling strategy=Expert, Top-1 Accuracy=76.182025.0469.5919.1
HgVT-TiSearch Method=APS, Pooling strategy=Im&Ex, Top-1 Accuracy=76.182025.0469.5919.1
HgVT-TiSearch Method=AVS, Pooling strategy=Im&Ex, Top-1 Accuracy=76.182025.0469.4919.17
HgVT-TiSearch Method=AVS, Pooling strategy=Expert, Top-1 Accuracy=76.182025.0469.419.56
MRL-128Search Method=APS, Pooling strategy=Image, Top-1 Accuracy=70.522025.0465.2—
MRL-256Search Method=APS, Pooling strategy=Image, Top-1 Accuracy=70.622025.0465.2—
MRL-256Search Method=PS, Pooling strategy=Image, Top-1 Accuracy=70.622025.0465.04—
MRL-128Search Method=PS, Pooling strategy=Image, Top-1 Accuracy=70.522025.0464.94—
OursOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=B⊥(ϕnew)/F(ϕold)2025.0957.571.33
FastFillOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=ϕnew/F(ϕold)2025.0957.4369.47
OursOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/F(ϕold)2025.0957.3669.29
FastFillOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/F(ϕold)2025.0957.2267.76
Ind. Train.Old Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=ϕnew/ϕnew2025.0954.971.6
OursOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=B⊥(ϕnew)/B⊥(ϕnew)2025.0954.971.6
FCTOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=ϕnew/F(ϕold)2025.0954.6370.64
FCTOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/F(ϕold)2025.0953.2268.16
OursOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/ϕold2025.0950.269.25
OursOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=B⊥(ϕnew)/ϕold2025.0944.3467.23
Ind. Train.Old Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=ϕold/ϕold2025.0932.9562.02
Ind. Train.Old Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=ϕnew/ϕold2025.090.160.11
FCTOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/ϕold2025.090.160.11
FastFillOld Model=DenseNet-121, New Model=EfficientNet-B3, Query/Gallery=F(ϕold)/ϕold2025.090.160.11