Image Classification on CIFAR-100 (test) (Accuracy, FLOPs, Latency, Size)
73.3AccuracyPCD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCDTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| WSTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| CAGradTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| MGDATarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| PCGradTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| FAMOTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| AuxiNashTarget=Unpruned, Backbone=ResNet-342026.06 | 73.3 | 2.33 | 42.7 | 81.5 | |
| PCDTarget=80%, Backbone=ResNet-342026.06 | 73 | 0.58 | 18.6 | 12.7 | |
| PCDTarget=85%, Backbone=ResNet-342026.06 | 73 | 0.44 | 15.8 | 9.5 | |
| PCDTarget=90%, Backbone=ResNet-342026.06 | 70.9 | 0.31 | 10.7 | 4.4 | |
| PCDTarget=95%, Backbone=ResNet-342026.06 | 68.4 | 0.23 | 9.3 | 2.6 | |
| PCDTarget=≈99%, Backbone=ResNet-342026.06 | 50.6 | 0.037 | 6.8 | 1.3 | |
| AuxiNashTarget=80%, Backbone=ResNet-342026.06 | 44.4 | 0.58 | 18.6 | 12.7 | |
| AuxiNashTarget=85%, Backbone=ResNet-342026.06 | 44.4 | 0.44 | 15.8 | 9.5 | |
| AuxiNashTarget=90%, Backbone=ResNet-342026.06 | 44.4 | 0.31 | 10.7 | 4.4 | |
| AuxiNashTarget=95%, Backbone=ResNet-342026.06 | 44.4 | 0.23 | 9.3 | 2.6 | |
| WSTarget=80%, Backbone=ResNet-342026.06 | 27.3 | 0.58 | 18.6 | 12.7 | |
| WSTarget=85%, Backbone=ResNet-342026.06 | 27.3 | 0.44 | 15.8 | 9.5 | |
| WSTarget=90%, Backbone=ResNet-342026.06 | 27.3 | 0.31 | 10.7 | 4.4 | |
| WSTarget=95%, Backbone=ResNet-342026.06 | 27.3 | 0.23 | 9.3 | 2.6 | |
| WSTarget=≈99%, Backbone=ResNet-342026.06 | 21.7 | 0.037 | 6.8 | 1.3 | |
| AuxiNashTarget=≈99%, Backbone=ResNet-342026.06 | 14.5 | 0.037 | 6.8 | 1.3 | |
| PCGradTarget=80%, Backbone=ResNet-342026.06 | 7.4 | 0.58 | 18.6 | 12.7 | |
| PCGradTarget=85%, Backbone=ResNet-342026.06 | 7.4 | 0.44 | 15.8 | 9.5 | |
| PCGradTarget=90%, Backbone=ResNet-342026.06 | 7.4 | 0.31 | 10.7 | 4.4 | |
| PCGradTarget=95%, Backbone=ResNet-342026.06 | 7.4 | 0.23 | 9.3 | 2.6 | |
| PCGradTarget=≈99%, Backbone=ResNet-342026.06 | 7.4 | 0.037 | 6.8 | 1.3 | |
| CAGradTarget=80%, Backbone=ResNet-342026.06 | 7.3 | 0.58 | 18.6 | 12.7 | |
| CAGradTarget=85%, Backbone=ResNet-342026.06 | 7.3 | 0.44 | 15.8 | 9.5 | |
| CAGradTarget=90%, Backbone=ResNet-342026.06 | 7.3 | 0.31 | 10.7 | 4.4 | |
| CAGradTarget=95%, Backbone=ResNet-342026.06 | 7.3 | 0.23 | 9.3 | 2.6 | |
| CAGradTarget=≈99%, Backbone=ResNet-342026.06 | 7.3 | 0.037 | 6.8 | 1.3 | |
| FAMOTarget=80%, Backbone=ResNet-342026.06 | 2.7 | 0.58 | 18.6 | 12.7 | |
| FAMOTarget=85%, Backbone=ResNet-342026.06 | 2.7 | 0.44 | 15.8 | 9.5 | |
| FAMOTarget=90%, Backbone=ResNet-342026.06 | 2.7 | 0.31 | 10.7 | 4.4 | |
| FAMOTarget=95%, Backbone=ResNet-342026.06 | 2.7 | 0.23 | 9.3 | 2.6 | |
| FAMOTarget=≈99%, Backbone=ResNet-342026.06 | 2.7 | 0.037 | 6.8 | 1.3 | |
| MGDATarget=80%, Backbone=ResNet-342026.06 | 1.2 | 0.58 | 18.6 | 12.7 | |
| MGDATarget=85%, Backbone=ResNet-342026.06 | 1.2 | 0.44 | 15.8 | 9.5 | |
| MGDATarget=90%, Backbone=ResNet-342026.06 | 1.2 | 0.31 | 10.7 | 4.4 | |
| MGDATarget=95%, Backbone=ResNet-342026.06 | 1.2 | 0.23 | 9.3 | 2.6 | |
| MGDATarget=≈99%, Backbone=ResNet-342026.06 | 1.2 | 0.037 | 6.8 | 1.3 |