Fine-grained Visual Categorization on CUB-Birds
88.5AccuracyS3N
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| S3NBackbone=ResNet-50, Multi-cropping operations=true2020.06 | 88.5 | 1.7 | |
| TASNBackbone=ResNet-50, Multi-cropping operations=true2020.06 | 87.9 | 5 | |
| DCLBackbone=ResNet-502020.06 | 87.8 | 2.7 | |
| Cross-X (ResNet)1-Stage=true, Sep. Init.=false, Backbone=ResNet-502019.09 | 87.7 | — | |
| API-NetBackbone=ResNet-502020.06 | 87.7 | 2.3 | |
| Cross-XBackbone=ResNet-502020.06 | 87.7 | 2.8 | |
| NTS-Net1-Stage=true, Sep. Init.=false2019.09 | 87.5 | — | |
| Cross-X (SENet)1-Stage=true, Sep. Init.=false, Backbone=SENet-502019.09 | 87.5 | — | |
| NTS-NetBackbone=ResNet-50, Multi-cropping operations=true2020.06 | 87.5 | 6 | |
| DBT-NetBackbone=ResNet-502020.06 | 87.5 | 5.7 | |
| DFB-CNN1-Stage=true, Sep. Init.=true2019.09 | 87.4 | — | |
| DFB-CNNBackbone=ResNet-50, Separated initialization=true2020.06 | 87.4 | 6.3 | |
| SEFBackbone=ResNet-502020.06 | 87.3 | 4.8 | |
| MA-CNN1-Stage=true, Sep. Init.=true, Backbone=VGGNet2019.09 | 86.5 | — | |
| MAMC-CNN1-Stage=true, Sep. Init.=false2019.09 | 86.2 | — | |
| MAMC-CNNBackbone=ResNet-502020.06 | 86.2 | 7.7 | |
| DT-RAM1-Stage=false, Sep. Init.=false2019.09 | 86 | — | |
| RA-CNN1-Stage=false, Sep. Init.=true, Backbone=VGGNet2019.09 | 85.3 | — | |
| Kernel-Pooling1-Stage=true, Sep. Init.=true2019.09 | 84.7 | — | |
| Kernel-PoolingBackbone=ResNet-50, Separated initialization=true2020.06 | 84.7 | 10.3 | |
| ResNet-501-Stage=true, Sep. Init.=false2019.09 | 84.5 | — | |
| ResNet-50Backbone=ResNet-50, Multi-cropping operations=true2020.06 | 84.5 | 8.3 | |
| FCAN1-Stage=false, Sep. Init.=true2019.09 | 84.3 | — | |
| MaxEnt-CNNBackbone=ResNet-50, Multi-cropping operations=true2020.06 | 83.4 | 8.8 | |
| SENet-501-Stage=true, Sep. Init.=false2019.09 | 83 | — | |
| MaxEnt-CNN1-Stage=true, Sep. Init.=false2019.09 | 80.4 | — | |
| ERMTraining protocol=Standard ERM2026.03 | 75.01 | — | |
| HSFMTraining protocol=Pretrained2026.03 | 72.94 | — | |
| DFRTraining protocol=ERM2026.03 | 72.9 | — | |
| HSFMTraining protocol=ERM2026.03 | 72.83 | — | |
| DFRTraining protocol=Pretrained2026.03 | 48.33 | — |