Fine-Grained Visual Categorization on Stanford Dogs
97.1AccuracyCPM
Evaluation results
| Method | Links | |
|---|---|---|
| CPMTransfer/joint learning strategy=true2021.01 | 97.1 | |
| CPMTraining data setup=primary + secondary2021.01 | 97.1 | |
| MetaFGNet with sample selectionAuxiliary Set=ImageNet, Part Supervision=n/a2018.07 | 96.7 | |
| Context-aware Attentional Pooling2021.01 | 96.1 | |
| CAPTraining data setup=primary2021.01 | 96.1 | |
| CPMTraining data setup=primary2021.01 | 93.9 | |
| WARN2021.01 | 92.9 | |
| WS-DAN2020.10 | 92.2 | |
| DATL + WS-DAN2020.10 | 92.2 | |
| DAN2021.01 | 92.2 | |
| Selective joint trainingAuxiliary Set=ImageNet, Part Supervision=n/a2018.07 | 90.3 | |
| SJFTTransfer/joint learning strategy=true2021.01 | 90.3 | |
| FCANs2021.01 | 89 | |
| Subset B2020.10 | 88 | |
| RA-CNN2020.10 | 87.3 | |
| DVANAuxiliary Set=ImageNet, Part Supervision=part-aware2018.07 | 81.5 | |
| Weakly sup.Auxiliary Set=ImageNet, Part Supervision=part-aware2018.07 | 80.4 | |
| MagNetAuxiliary Set=ImageNet, Part Supervision=n/a2018.07 | 75.1 | |
| MsMLAuxiliary Set=ImageNet, Part Supervision=n/a2018.07 | 70.3 | |
| BSConv-S MobileNetV2Width Multiplier=x1.02020.03 | 60.1 | |
| BSConv-S MobileNetV3-largeWidth Multiplier=x0.752020.03 | 60 | |
| BSConv-S MobileNetV3-largeWidth Multiplier=x1.02020.03 | 60 | |
| BSConv-U MobileNetV1Width Multiplier=x1.02020.03 | 59.1 | |
| BSConv-S MobileNetV2Width Multiplier=x0.752020.03 | 59 | |
| BSConv-U MobileNetV1Width Multiplier=x0.752020.03 | 57.9 | |
| BSConv-S MobileNetV3-largeWidth Multiplier=x0.52020.03 | 57.9 | |
| MobileNetV2Width Multiplier=x1.02020.03 | 56 | |
| BSConv-S MobileNetV3-largeWidth Multiplier=x0.352020.03 | 56 | |
| BSConv-U MobileNetV1Width Multiplier=x0.52020.03 | 55.2 | |
| MobileNetV3-largeWidth Multiplier=x1.02020.03 | 54.9 | |
| BSConv-S MobileNetV2Width Multiplier=x0.52020.03 | 54.8 | |
| MobileNetV2Width Multiplier=x0.752020.03 | 53.5 | |
| BSConv-S MobileNetV3-smallWidth Multiplier=x1.02020.03 | 52.1 | |
| MobileNetV3-largeWidth Multiplier=x0.752020.03 | 51.8 | |
| MobileNetV1Width Multiplier=x1.02020.03 | 51.6 | |
| MobileNetV1Width Multiplier=x0.752020.03 | 51.4 | |
| MobileNetV3-largeWidth Multiplier=x0.52020.03 | 51.2 | |
| MobileNetV2Width Multiplier=x0.52020.03 | 50.8 | |
| BSConv-S MobileNetV3-smallWidth Multiplier=x0.752020.03 | 49.5 | |
| MobileNetV3-smallWidth Multiplier=x1.02020.03 | 49.4 | |
| MobileNetV1Width Multiplier=x0.52020.03 | 49.3 | |
| BSConv-U MobileNetV1Width Multiplier=x0.252020.03 | 49.1 | |
| MobileNetV3-largeWidth Multiplier=x0.352020.03 | 48.5 | |
| BSConv-S MobileNetV3-smallWidth Multiplier=x0.52020.03 | 47.4 | |
| BSConv-S MobileNetV2Width Multiplier=x0.252020.03 | 46.8 | |
| MobileNetV3-smallWidth Multiplier=x0.752020.03 | 46.7 | |
| MobileNetV3-smallWidth Multiplier=x0.52020.03 | 45.3 | |
| BSConv-S MobileNetV3-smallWidth Multiplier=x0.352020.03 | 44.2 | |
| MobileNetV1Width Multiplier=x0.252020.03 | 42.8 | |
| MobileNetV3-smallWidth Multiplier=x0.352020.03 | 42.8 | |
| MobileNetV2Width Multiplier=x0.252020.03 | 42 |