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ResearchFormerly WizWand

Few-Shot Image Classification on ImageNet FS (all)

83.6Top-5 AccSGM
59.78465.96772.1578.333Nov 6, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SGMk (number of shots)=10, Backbone=ResNet-502022.1183.6
SGM w/ Gk (number of shots)=10, Backbone=ResNet-502022.1183.6
KGTN-CosSimk (number of shots)=10, Backbone=ResNet-502022.1183.6
KGTN-Pearson Corrk (number of shots)=10, Backbone=ResNet-502022.1183.5
KGTN-InnerProductk (number of shots)=10, Backbone=ResNet-502022.1183.5
KGTN-ensk (number of shots)=10, Backbone=ResNet-502022.1183.46
PMN w/ Gk (number of shots)=10, Backbone=ResNet-502022.1182.8
AWGk (number of shots)=10, Backbone=ResNet-502022.1182.1
PMNk (number of shots)=10, Backbone=ResNet-502022.1181.7
KGTN-ensk (number of shots)=5, Backbone=ResNet-502022.1181.12
KGTN-CosSimk (number of shots)=5, Backbone=ResNet-502022.1180.9
KGTN-InnerProductk (number of shots)=5, Backbone=ResNet-502022.1180.8
KGTN-Pearson Corrk (number of shots)=5, Backbone=ResNet-502022.1180.7
MNk (number of shots)=10, Backbone=ResNet-502022.1180.2
SGMk (number of shots)=5, Backbone=ResNet-502022.1180.2
SGM w/ Gk (number of shots)=5, Backbone=ResNet-502022.1180.2
PMN w/ Gk (number of shots)=5, Backbone=ResNet-502022.1180.2
PNk (number of shots)=10, Backbone=ResNet-502022.1180
AWGk (number of shots)=5, Backbone=ResNet-502022.1179.1
PMNk (number of shots)=5, Backbone=ResNet-502022.1178.8
PNk (number of shots)=5, Backbone=ResNet-502022.1178
MNk (number of shots)=5, Backbone=ResNet-502022.1177
KGTN-ensk (number of shots)=2, Backbone=ResNet-502022.1175.45
KGTN-InnerProductk (number of shots)=2, Backbone=ResNet-502022.1175.2
KGTN-CosSimk (number of shots)=2, Backbone=ResNet-502022.1174.7
KGTN-Pearson Corrk (number of shots)=2, Backbone=ResNet-502022.1174.4
PMN w/ Gk (number of shots)=2, Backbone=ResNet-502022.1173.5
AWGk (number of shots)=2, Backbone=ResNet-502022.1172.3
PMNk (number of shots)=2, Backbone=ResNet-502022.1172.1
SGM w/ Gk (number of shots)=2, Backbone=ResNet-502022.1171.9
SGMk (number of shots)=2, Backbone=ResNet-502022.1171.6
PNk (number of shots)=2, Backbone=ResNet-502022.1171.4
MNk (number of shots)=2, Backbone=ResNet-502022.1171
KGTN-ensk (number of shots)=1, Backbone=ResNet-502022.1168.58
KGTN-InnerProductk (number of shots)=1, Backbone=ResNet-502022.1168.3
KGTN-CosSimk (number of shots)=1, Backbone=ResNet-502022.1167.7
KGTN-Pearson Corrk (number of shots)=1, Backbone=ResNet-502022.1167.5
PMN w/ Gk (number of shots)=1, Backbone=ResNet-502022.1165.7
AWGk (number of shots)=1, Backbone=ResNet-502022.1165.1
MNk (number of shots)=1, Backbone=ResNet-502022.1164.9
PMNk (number of shots)=1, Backbone=ResNet-502022.1164.8
SGM w/ Gk (number of shots)=1, Backbone=ResNet-502022.1163.9
PNk (number of shots)=1, Backbone=ResNet-502022.1161.4
SGMk (number of shots)=1, Backbone=ResNet-502022.1160.7