Image Classification on ImageNet (NLL, ECE, Timing)
0.865NLLFMGP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FMGPModel=ResNet1522024.12 | 0.865 | 2.4 | 2.973 | 1.267 | |
| MAPModel=ResNet1522024.12 | 0.876 | 5 | 0 | 6.324 | |
| ELLAModel=ResNet1522024.12 | 0.877 | 4.8 | 6.82 | 3.877 | |
| FMGPModel=ResNet1012024.12 | 0.9 | 3 | 2.654 | 1.134 | |
| MAPModel=ResNet1012024.12 | 0.912 | 4.9 | 0 | 5.059 | |
| ELLAModel=ResNet1012024.12 | 0.913 | 4.8 | 4.464 | 2.808 | |
| FMGPModel=ResNet502024.12 | 0.958 | 1.8 | 2.543 | 1.1 | |
| MAPModel=ResNet502024.12 | 0.962 | 3.7 | 0 | 4.954 | |
| ELLAModel=ResNet502024.12 | 0.962 | 3.6 | 2.997 | 1.954 | |
| FMGPModel=ResNet342024.12 | 1.077 | 1.6 | 1.942 | 8.563 | |
| MAPModel=ResNet342024.12 | 1.081 | 3.5 | 0 | 5.088 | |
| ELLAModel=ResNet342024.12 | 1.082 | 3.4 | 1.201 | 1.087 | |
| MFVIModel=ResNet182024.12 | 1.242 | 4 | 7.602 | 3.773 | |
| MAPModel=ResNet182024.12 | 1.247 | 2.6 | 0 | 5.058 | |
| ELLAModel=ResNet182024.12 | 1.248 | 2.5 | 7.89 | 8.06 | |
| FMGPModel=ResNet182024.12 | 1.248 | 1.5 | 1.835 | 7.324 |