Image Classification on CIFAR-10 (test) (NLL, JS-Distance, ECE)
0.2042NLLDNN_dense
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DNN_denseModel=ResNet32, Pruning Ratio=100%2021.10 | 0.2042 | 6.7699 | 2.613 | |
| BNN_averageModel=ResNet32, Pruning Ratio=9.99%2021.10 | 0.2116 | 9.4549 | 1.32 | |
| BNN_annealModel=ResNet32, Pruning Ratio=9.97%2021.10 | 0.2218 | 8.5447 | 1.92 | |
| DNN_denseModel=ResNet20, Pruning Ratio=100%2021.10 | 0.2276 | 7.9118 | 2.627 | |
| BNN_averageModel=ResNet20, Pruning Ratio=19.85%2021.10 | 0.2323 | 7.7007 | 1.73 | |
| BNN_annealModel=ResNet20, Pruning Ratio=19.80%2021.10 | 0.2441 | 6.4435 | 2.33 | |
| BNN_averageModel=ResNet20, Pruning Ratio=9.88%2021.10 | 0.2528 | 9.9641 | 1.13 | |
| BNN_averageModel=ResNet32, Pruning Ratio=4.77%2021.10 | 0.2587 | 7.0117 | 1 | |
| BNN_annealModel=ResNet20, Pruning Ratio=9.95%2021.10 | 0.2618 | 10.1251 | 1.75 | |
| BNN_annealModel=ResNet32, Pruning Ratio=4.88%2021.10 | 0.2676 | 6.844 | 1.49 | |
| DPFModel=ResNet32, Pruning Ratio=10%2021.10 | 0.2677 | 7.8693 | 3.64 | |
| DPFModel=ResNet20, Pruning Ratio=10%2021.10 | 0.2833 | 7.5712 | 2.94 | |
| DPFModel=ResNet20, Pruning Ratio=20%2021.10 | 0.2874 | 7.7329 | 3.91 | |
| DPFModel=ResNet32, Pruning Ratio=5%2021.10 | 0.2921 | 6.399 | 2.76 |