Image Classification on CIFAR-10 standard (test) (Accuracy)
91.19AccuracyOurs
Evaluation results
| Method | Links | |
|---|---|---|
| OursBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 91.19 | |
| OursBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 89.9 | |
| OursBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 89.25 | |
| OursBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 88.84 | |
| OursBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 87.98 | |
| OursBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 86.31 | |
| OursBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 85.17 | |
| OursBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 83.67 | |
| TDDSBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 83.08 | |
| RandomBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 83.05 | |
| CCSAUMBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 82.14 | |
| TDDSBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 81.65 | |
| TDDSBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 81.28 | |
| RandomBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 81.25 | |
| CCSAUMBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 80.64 | |
| TDDSBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 80.42 | |
| CCSAUMBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 80.32 | |
| RandomBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 80.29 | |
| TDDSBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 79.15 | |
| RandomBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 78.09 | |
| CCSAUMBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 78.02 | |
| TDDSBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 77.92 | |
| CCSAUMBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 77.51 | |
| OursBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 76.26 | |
| CCSAUMBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 75.01 | |
| OursBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 74.41 | |
| RandomBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 72.18 | |
| RandomBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 70.38 | |
| RandomBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 70.34 | |
| EL2NBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 69.2 | |
| RandomBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 68.04 | |
| EL2NBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 67.2 | |
| TDDSBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 66.55 | |
| CCSAUMBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 65.94 | |
| EL2NBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 65.32 | |
| TDDSBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 65.05 | |
| CCSAUMBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 63.45 | |
| CCSAUMBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 63.44 | |
| EL2NBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 63.02 | |
| TDDSBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 62.98 | |
| CCSAUMBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 61.15 | |
| RandomBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 60.18 | |
| TDDSBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 59.48 | |
| RandomBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 57.88 | |
| AUMBackbone=MobileNet-v2, Pruning Ratio=80%2026.02 | 55.84 | |
| AUMBackbone=ShuffleNet, Pruning Ratio=80%2026.02 | 54.64 | |
| AUMBackbone=MobileNet-v2, Pruning Ratio=83%2026.02 | 46.59 | |
| AUMBackbone=ShuffleNet, Pruning Ratio=83%2026.02 | 45.49 | |
| AUMBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 27.78 | |
| AUMBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 27.78 | |
| EL2NBackbone=ShuffleNet, Pruning Ratio=87.5%2026.02 | 23.68 | |
| AUMBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 23.3 | |
| EL2NBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 22.13 | |
| EL2NBackbone=MobileNet-v2, Pruning Ratio=87.5%2026.02 | 21.88 | |
| AUMBackbone=ShuffleNet, Pruning Ratio=92%2026.02 | 20.62 | |
| EL2NBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 20.19 | |
| EL2NBackbone=MobileNet-v2, Pruning Ratio=92%2026.02 | 20.13 | |
| AUMBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 19.05 | |
| EL2NBackbone=MobileNet-v2, Pruning Ratio=96%2026.02 | 18.19 | |
| AUMBackbone=ShuffleNet, Pruning Ratio=96%2026.02 | 17.35 |