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ResearchFormerly WizWand

Image Classification on Dogs-120 (test)

86.31Top-1 AccuracyC x S
76.003678.679381.35584.0307Aug 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
C x SUsing training-set Examples (Ex)=true, Image level comparison (Img)=true, Patch level comparison (Patch)=false, Re-ranking (R)=true, Backbone=ResNet-50, Pre-training=ImageNet2023.0886.31
CHM-CorrUsing training-set Examples (Ex)=true, Image level comparison (Img)=true, Patch level comparison (Patch)=true, Re-ranking (R)=true, Backbone=ResNet-50, Pre-training=ImageNet2023.0885.59
EMD-CorrUsing training-set Examples (Ex)=true, Image level comparison (Img)=true, Patch level comparison (Patch)=true, Re-ranking (R)=true, Backbone=ResNet-50, Pre-training=ImageNet2023.0885.57
k-NN + cosineUsing training-set Examples (Ex)=true, Image level comparison (Img)=true, Patch level comparison (Patch)=false, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0885.56
MGProtoUsing training-set Examples (Ex)=false, Image level comparison (Img)=false, Patch level comparison (Patch)=true, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0885.4
ST-ProtoPNetUsing training-set Examples (Ex)=false, Image level comparison (Img)=false, Patch level comparison (Patch)=true, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0884
TesNetUsing training-set Examples (Ex)=false, Image level comparison (Img)=false, Patch level comparison (Patch)=true, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0882.4
k-NN + SUsing training-set Examples (Ex)=true, Image level comparison (Img)=true, Patch level comparison (Patch)=false, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0882.33
Def-ProtoPNetUsing training-set Examples (Ex)=false, Image level comparison (Img)=false, Patch level comparison (Patch)=true, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0882.2
ProtoPNetUsing training-set Examples (Ex)=false, Image level comparison (Img)=false, Patch level comparison (Patch)=true, Re-ranking (R)=false, Backbone=ResNet-50, Pre-training=ImageNet2023.0876.4