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ResearchFormerly WizWand

Fine-grained Visual Categorization on CUB-Birds

88.5AccuracyS3N
46.723257.569168.41579.2609Sep 10, 2019Oct 13, 2020Nov 16, 2021Dec 20, 2022Jan 23, 2024Feb 25, 2025Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
S3NBackbone=ResNet-50, Multi-cropping operations=true2020.0688.51.7
TASNBackbone=ResNet-50, Multi-cropping operations=true2020.0687.95
DCLBackbone=ResNet-502020.0687.82.7
Cross-X (ResNet)1-Stage=true, Sep. Init.=false, Backbone=ResNet-502019.0987.7—
API-NetBackbone=ResNet-502020.0687.72.3
Cross-XBackbone=ResNet-502020.0687.72.8
NTS-Net1-Stage=true, Sep. Init.=false2019.0987.5—
Cross-X (SENet)1-Stage=true, Sep. Init.=false, Backbone=SENet-502019.0987.5—
NTS-NetBackbone=ResNet-50, Multi-cropping operations=true2020.0687.56
DBT-NetBackbone=ResNet-502020.0687.55.7
DFB-CNN1-Stage=true, Sep. Init.=true2019.0987.4—
DFB-CNNBackbone=ResNet-50, Separated initialization=true2020.0687.46.3
SEFBackbone=ResNet-502020.0687.34.8
MA-CNN1-Stage=true, Sep. Init.=true, Backbone=VGGNet2019.0986.5—
MAMC-CNN1-Stage=true, Sep. Init.=false2019.0986.2—
MAMC-CNNBackbone=ResNet-502020.0686.27.7
DT-RAM1-Stage=false, Sep. Init.=false2019.0986—
RA-CNN1-Stage=false, Sep. Init.=true, Backbone=VGGNet2019.0985.3—
Kernel-Pooling1-Stage=true, Sep. Init.=true2019.0984.7—
Kernel-PoolingBackbone=ResNet-50, Separated initialization=true2020.0684.710.3
ResNet-501-Stage=true, Sep. Init.=false2019.0984.5—
ResNet-50Backbone=ResNet-50, Multi-cropping operations=true2020.0684.58.3
FCAN1-Stage=false, Sep. Init.=true2019.0984.3—
MaxEnt-CNNBackbone=ResNet-50, Multi-cropping operations=true2020.0683.48.8
SENet-501-Stage=true, Sep. Init.=false2019.0983—
MaxEnt-CNN1-Stage=true, Sep. Init.=false2019.0980.4—
ERMTraining protocol=Standard ERM2026.0375.01—
HSFMTraining protocol=Pretrained2026.0372.94—
DFRTraining protocol=ERM2026.0372.9—
HSFMTraining protocol=ERM2026.0372.83—
DFRTraining protocol=Pretrained2026.0348.33—