Image Classification on ILSVRC-12
22.8Top-1 AccSeLa [3k x 10]
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SeLa [3k x 10]evaluation_protocol=10-crop, backbone=Larger AlexNet variant, training=retraining with additional RotNet loss2019.11 | 22.8 | 37.8 | 46.7 | 49.7 | 48.4 | |
| SeLa [3k x 10]evaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 22.5 | 37.4 | 44.7 | 47.1 | 44.1 | |
| RotNet+retrievalevaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 22.2 | 38.2 | 45.7 | 48.7 | 48.3 | |
| SeLa [3k x 10]evaluation_protocol=10-crop, backbone=Larger AlexNet variant, training=retraining with additional RotNet loss and more augmentation2019.11 | 21.9 | 37.1 | 46 | 50 | 50 | |
| ImageNet supervisedevaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 21.6 | 37.2 | 46.9 | 52.9 | 54.4 | |
| RotNet+retrievalevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 20.8 | 35.2 | 41.8 | 44.3 | 44.4 | |
| SeLa [3k x 10]evaluation_protocol=1-crop, backbone=Larger AlexNet variant, training=retraining with additional RotNet loss2019.11 | 20.6 | 32.3 | 40.4 | 43.1 | 42.3 | |
| SeLa [3k x 10]evaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 20.3 | 32.2 | 38.6 | 41.4 | 39.6 | |
| Context 2evaluation_protocol=1-crop, backbone=AlexNet2019.11 | 19.6 | 31.8 | 37.6 | 37.8 | 33.7 | |
| Artifactsevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 19.5 | 33.3 | 37.9 | 38.9 | 34.9 | |
| ImageNet supervisedevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 19.3 | 36.3 | 44.2 | 48.3 | 50.5 | |
| AETevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 19.3 | 35.4 | 44 | 43.6 | 42.4 | |
| CC+VGGevaluation_protocol=1-crop, backbone=AlexNet, training=self-label transfer from ResNet-502019.11 | 19.2 | 32 | 37.3 | 37.1 | 34.6 | |
| SeLa [3k x 10]evaluation_protocol=1-crop, backbone=Larger AlexNet variant, training=retraining with additional RotNet loss and more augmentation2019.11 | 19.2 | 32.6 | 40.8 | 44.4 | 44.7 | |
| RotNetevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 18.8 | 31.7 | 38.7 | 38.2 | 36.5 | |
| Local Agg.evaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 18.7 | 32.7 | 38.1 | 42.3 | 42.4 | |
| CMCevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 18.4 | 33.5 | 38.1 | 40.4 | 42.6 | |
| Jigsawevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 18.2 | 28.8 | 34 | 33.9 | 27.1 | |
| Countingevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 18 | 30.6 | 34.3 | 32.5 | 25.7 | |
| DeepCluster (RGB)evaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 18 | 32.5 | 39.2 | 37.2 | 30.6 | |
| BiGANevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 17.7 | 24.5 | 31 | 29.9 | 28 | |
| SplitBrainevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 17.7 | 29.3 | 35.4 | 35.2 | 32.8 | |
| Randomevaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 17.6 | 20.3 | 20.6 | 17.8 | 11 | |
| Instance retrievalevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 16.8 | 26.5 | 31.8 | 34.1 | 35.6 | |
| Contextevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 16.2 | 23.3 | 30.2 | 31.7 | 29.6 | |
| Randomevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 15.6 | 16.8 | 17.4 | 15.6 | 10.6 | |
| ANDevaluation_protocol=1-crop, backbone=Larger AlexNet variant2019.11 | 15.6 | 27 | 35.9 | 39.7 | 37.9 | |
| Inpaintingevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 14.1 | 20.7 | 21 | 19.8 | 15.5 | |
| DeepClusterevaluation_protocol=10-crop, backbone=Larger AlexNet variant2019.11 | 13.4 | 32.3 | 41 | 39.6 | 38.2 | |
| Colorizationevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 13.1 | 24.8 | 31 | 32.6 | 31.8 | |
| Randomevaluation_protocol=1-crop, backbone=AlexNet2019.11 | 11.6 | 17.1 | 16.9 | 16.3 | 14.1 |