Image Classification on CIFAR-10 (test) (Accuracy and Efficiency Profile)
94.5AccuracyPCD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCDTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| WSTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| CAGradTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| MGDATarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| PCGradTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| FAMOTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| AuxiNashTarget=Unpruned, Backbone=DenseNet-1212026.06 | 94.5 | 1.82 | 62.4 | 27.2 | |
| PCDTarget=80%, Backbone=DenseNet-1212026.06 | 94 | 0.48 | 24 | 4.9 | |
| PCDTarget=85%, Backbone=DenseNet-1212026.06 | 94 | 0.38 | 20.8 | 3.7 | |
| PCDTarget=90%, Backbone=DenseNet-1212026.06 | 94 | 0.32 | 16.9 | 2.4 | |
| PCDTarget=95%, Backbone=DenseNet-1212026.06 | 92.9 | 0.12 | 9.2 | 0.88 | |
| PCDTarget=99%, Backbone=DenseNet-1212026.06 | 89.2 | 0.042 | 5 | 0.28 | |
| AuxiNashTarget=80%, Backbone=DenseNet-1212026.06 | 71.8 | 0.48 | 24 | 4.9 | |
| AuxiNashTarget=85%, Backbone=DenseNet-1212026.06 | 71.8 | 0.38 | 20.8 | 3.7 | |
| AuxiNashTarget=90%, Backbone=DenseNet-1212026.06 | 71.8 | 0.32 | 16.9 | 2.4 | |
| AuxiNashTarget=95%, Backbone=DenseNet-1212026.06 | 71.8 | 0.12 | 9.2 | 0.88 | |
| AuxiNashTarget=99%, Backbone=DenseNet-1212026.06 | 71.8 | 0.042 | 5 | 0.28 | |
| WSTarget=80%, Backbone=DenseNet-1212026.06 | 64.6 | 0.48 | 24 | 4.9 | |
| WSTarget=85%, Backbone=DenseNet-1212026.06 | 64.6 | 0.38 | 20.8 | 3.7 | |
| WSTarget=90%, Backbone=DenseNet-1212026.06 | 64.6 | 0.32 | 16.9 | 2.4 | |
| WSTarget=95%, Backbone=DenseNet-1212026.06 | 64.6 | 0.12 | 9.2 | 0.88 | |
| WSTarget=99%, Backbone=DenseNet-1212026.06 | 64.6 | 0.042 | 5 | 0.28 | |
| CAGradTarget=80%, Backbone=DenseNet-1212026.06 | 55.6 | 0.48 | 24 | 4.9 | |
| CAGradTarget=85%, Backbone=DenseNet-1212026.06 | 55.5 | 0.38 | 20.8 | 3.7 | |
| CAGradTarget=90%, Backbone=DenseNet-1212026.06 | 55.5 | 0.32 | 16.9 | 2.4 | |
| CAGradTarget=95%, Backbone=DenseNet-1212026.06 | 55.5 | 0.12 | 9.2 | 0.88 | |
| CAGradTarget=99%, Backbone=DenseNet-1212026.06 | 55.5 | 0.042 | 5 | 0.28 | |
| MGDATarget=80%, Backbone=DenseNet-1212026.06 | 40.5 | 0.48 | 24 | 4.9 | |
| MGDATarget=85%, Backbone=DenseNet-1212026.06 | 40.5 | 0.38 | 20.8 | 3.7 | |
| MGDATarget=90%, Backbone=DenseNet-1212026.06 | 40.1 | 0.32 | 16.9 | 2.4 | |
| MGDATarget=99%, Backbone=DenseNet-1212026.06 | 40.1 | 0.042 | 5 | 0.28 | |
| MGDATarget=95%, Backbone=DenseNet-1212026.06 | 40 | 0.12 | 9.2 | 0.88 | |
| PCGradTarget=80%, Backbone=DenseNet-1212026.06 | 37.9 | 0.48 | 24 | 4.9 | |
| PCGradTarget=85%, Backbone=DenseNet-1212026.06 | 37.9 | 0.38 | 20.8 | 3.7 | |
| PCGradTarget=90%, Backbone=DenseNet-1212026.06 | 37.9 | 0.32 | 16.9 | 2.4 | |
| PCGradTarget=95%, Backbone=DenseNet-1212026.06 | 37.9 | 0.12 | 9.2 | 0.88 | |
| PCGradTarget=99%, Backbone=DenseNet-1212026.06 | 37.8 | 0.042 | 5 | 0.28 | |
| FAMOTarget=80%, Backbone=DenseNet-1212026.06 | 21.8 | 0.48 | 24 | 4.9 | |
| FAMOTarget=85%, Backbone=DenseNet-1212026.06 | 20.9 | 0.38 | 20.8 | 3.7 | |
| FAMOTarget=90%, Backbone=DenseNet-1212026.06 | 20.9 | 0.32 | 16.9 | 2.4 | |
| FAMOTarget=95%, Backbone=DenseNet-1212026.06 | 19.8 | 0.12 | 9.2 | 0.88 | |
| FAMOTarget=99%, Backbone=DenseNet-1212026.06 | 17.3 | 0.042 | 5 | 0.28 |