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ResearchFormerly WizWand

Few-Shot Image Classification on ImageNet FS (novel)

0.8256Top-5 AccKGTN-ens
0.4828160.5718080.66080.749792Nov 6, 2022
Updated 8mo ago

Evaluation results

MethodLinks
KGTN-ensk (number of shots)=10, Backbone=ResNet-502022.110.8256
KGTN-Pearson Corrk (number of shots)=10, Backbone=ResNet-502022.110.823
KGTN-InnerProductk (number of shots)=10, Backbone=ResNet-502022.110.823
KGTN-CosSimk (number of shots)=10, Backbone=ResNet-502022.110.822
SGM w/ Gk (number of shots)=10, Backbone=ResNet-502022.110.82
SGMk (number of shots)=10, Backbone=ResNet-502022.110.819
KTCHk (number of shots)=10, Backbone=ResNet-502022.110.818
PMN w/ Gk (number of shots)=10, Backbone=ResNet-502022.110.814
AWGk (number of shots)=10, Backbone=ResNet-502022.110.803
IDeMe-Netk (number of shots)=10, Backbone=ResNet-502022.110.802
PMNk (number of shots)=10, Backbone=ResNet-502022.110.801
KGTN-ensk (number of shots)=5, Backbone=ResNet-502022.110.7883
SGM with graph regularisationk (number of shots)=5, Backbone=ResNet-502022.110.786
KGTN-Pearson Corrk (number of shots)=5, Backbone=ResNet-502022.110.785
KGTN-CosSimk (number of shots)=5, Backbone=ResNet-502022.110.784
KGTN-InnerProductk (number of shots)=5, Backbone=ResNet-502022.110.784
PNk (number of shots)=10, Backbone=ResNet-502022.110.781
LSDk (number of shots)=10, Backbone=ResNet-502022.110.776
KTCHk (number of shots)=5, Backbone=ResNet-502022.110.776
MNk (number of shots)=10, Backbone=ResNet-502022.110.774
SGMk (number of shots)=5, Backbone=ResNet-502022.110.774
PMN w/ Gk (number of shots)=5, Backbone=ResNet-502022.110.774
IDeMe-Netk (number of shots)=5, Backbone=ResNet-502022.110.774
SGM w/ Gk (number of shots)=5, Backbone=ResNet-502022.110.773
AWGk (number of shots)=5, Backbone=ResNet-502022.110.759
PMNk (number of shots)=5, Backbone=ResNet-502022.110.759
PNk (number of shots)=5, Backbone=ResNet-502022.110.744
LSDk (number of shots)=5, Backbone=ResNet-502022.110.738
MNk (number of shots)=5, Backbone=ResNet-502022.110.727
KGTN-ensk (number of shots)=2, Backbone=ResNet-502022.110.7148
KGTN-InnerProductk (number of shots)=2, Backbone=ResNet-502022.110.709
KGTN-Pearson Corrk (number of shots)=2, Backbone=ResNet-502022.110.706
KGTN-CosSimk (number of shots)=2, Backbone=ResNet-502022.110.704
SGM with graph regularisationk (number of shots)=2, Backbone=ResNet-502022.110.703
IDeMe-Netk (number of shots)=2, Backbone=ResNet-502022.110.696
KTCHk (number of shots)=2, Backbone=ResNet-502022.110.673
SGMk (number of shots)=2, Backbone=ResNet-502022.110.67
LSDk (number of shots)=2, Backbone=ResNet-502022.110.669
PMN w/ Gk (number of shots)=2, Backbone=ResNet-502022.110.668
AWGk (number of shots)=2, Backbone=ResNet-502022.110.655
PMNk (number of shots)=2, Backbone=ResNet-502022.110.652
SGM w/ Gk (number of shots)=2, Backbone=ResNet-502022.110.649
PNk (number of shots)=2, Backbone=ResNet-502022.110.64
MNk (number of shots)=2, Backbone=ResNet-502022.110.635
KGTN-ensk (number of shots)=1, Backbone=ResNet-502022.110.6273
KGTN-InnerProductk (number of shots)=1, Backbone=ResNet-502022.110.621
KGTN-Pearson Corrk (number of shots)=1, Backbone=ResNet-502022.110.615
KGTN-CosSimk (number of shots)=1, Backbone=ResNet-502022.110.614
SGM with graph regularisationk (number of shots)=1, Backbone=ResNet-502022.110.611
IDeMe-Netk (number of shots)=1, Backbone=ResNet-502022.110.601
KTCHk (number of shots)=1, Backbone=ResNet-502022.110.581
LSDk (number of shots)=1, Backbone=ResNet-502022.110.577
PMN w/ Gk (number of shots)=1, Backbone=ResNet-502022.110.547
SGMk (number of shots)=1, Backbone=ResNet-502022.110.543
AWGk (number of shots)=1, Backbone=ResNet-502022.110.539
MNk (number of shots)=1, Backbone=ResNet-502022.110.535
PMNk (number of shots)=1, Backbone=ResNet-502022.110.533
SGM w/ Gk (number of shots)=1, Backbone=ResNet-502022.110.529
PNk (number of shots)=1, Backbone=ResNet-502022.110.496