Image Classification on CIFAR10 (test) (NLL, ECE, Error Rate)
5.5Error Rate16-Sim(2)+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 16-Sim(2)+Number of Parameters=3.22m, Train-time augmentation=true, SIREN hidden size=16, Separability=Separable along dilation and rotations dimensions2021.10 | 5.5 | — | — | — | |
| 6-Sim(2)+Number of Parameters=1.33m, Train-time augmentation=true, SIREN hidden size=6, Separability=Separable along dilation and rotations dimensions2021.10 | 6.47 | — | — | — | |
| p4m-G-CNN+Number of Parameters=1.27m, Train-time augmentation=true2021.10 | 7.04 | — | — | — | |
| 16-Sim(2)Number of Parameters=3.22m, Train-time augmentation=false, SIREN hidden size=16, Separability=Separable along dilation and rotations dimensions2021.10 | 7.27 | — | — | — | |
| 5-Sim(2)+Number of Parameters=1.14m, Train-time augmentation=true, SIREN hidden size=5, Separability=Separable along dilation and rotations dimensions2021.10 | 7.41 | — | — | — | |
| p4m-G-CNNNumber of Parameters=1.27m, Train-time augmentation=false2021.10 | 7.59 | — | — | — | |
| p4-G-CNN+Number of Parameters=1.37m, Train-time augmentation=true2021.10 | 7.67 | — | — | — | |
| 6-Sim(2)Number of Parameters=1.33m, Train-time augmentation=false, SIREN hidden size=6, Separability=Separable along dilation and rotations dimensions2021.10 | 8.22 | — | — | — | |
| 5-Sim(2)Number of Parameters=1.14m, Train-time augmentation=false, SIREN hidden size=5, Separability=Separable along dilation and rotations dimensions2021.10 | 8.5 | — | — | — | |
| p4-G-CNNNumber of Parameters=1.37m, Train-time augmentation=false2021.10 | 8.84 | — | — | — | |
| All-CNN-CNumber of Parameters=1.4m, Train-time augmentation=false2021.10 | 9.08 | — | — | — | |
| VSDArchitecture=CNN 32x64x1282021.02 | 24.92 | 0.73 | 0.02 | — | |
| Deep EnsemblesArchitecture=CNN 32x64x1282021.02 | 26.44 | 1.815 | 0.042 | — | |
| MC DropoutArchitecture=CNN 32x64x1282021.02 | 26.91 | 0.794 | 0.024 | — | |
| SWAGArchitecture=CNN 32x64x1282021.02 | 26.94 | 0.799 | 0.012 | — | |
| VDArchitecture=CNN 32x64x1282021.02 | 27.45 | 1.176 | 0.156 | — | |
| ELRGArchitecture=CNN 32x64x1282021.02 | 29.43 | 0.871 | — | — | |
| BBBArchitecture=CNN 32x64x1282021.02 | 30.11 | 1.202 | 0.098 | — | |
| MAPArchitecture=CNN 32x64x1282021.02 | 34.04 | 2.847 | 0.272 | — | |
| BBBArchitecture=AlexNet2021.02 | — | 0.994 | 0.062 | 65.38 | |
| D.EArchitecture=AlexNet2021.02 | — | 0.872 | 0.115 | 77.56 | |
| ELRGArchitecture=AlexNet2021.02 | — | 0.723 | 0.065 | 76.87 | |
| MAPArchitecture=AlexNet2021.02 | — | 1.038 | 0.121 | 69.58 | |
| MCDArchitecture=AlexNet2021.02 | — | 0.717 | 0.023 | 75.22 | |
| SWAGArchitecture=AlexNet2021.02 | — | 0.651 | 0.059 | 78.14 | |
| VDArchitecture=AlexNet2021.02 | — | 0.702 | 0.028 | 77.28 | |
| VSDArchitecture=AlexNet2021.02 | — | 0.656 | 0.046 | 78.21 |