Image Classification on Imagenette (Top-1 Accuracy)
98.88Top-1 AccuracyDense
Evaluation Results
| Method | Links | |
|---|---|---|
| DenseArchitecture=DenseNet-121, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.05 | 98.88 | |
| DenseArchitecture=VGG-16-BN, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.05 | 98.5 | |
| DenseArchitecture=ResNet-50, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.05 | 98.22 | |
| LW+BNArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.68 | |
| ASR+BNArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.68 | |
| BN OnlyArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.52 | |
| BN OnlyArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.41 | |
| BN OnlyArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.34 | |
| DenseArchitecture=ResNet-18, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.05 | 97.27 | |
| ASR+BNArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.1 | |
| ASR+BNArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 97.06 | |
| LW+BNArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 96.89 | |
| LW+BNArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 96.75 | |
| ASR+BNArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 96.73 | |
| BN OnlyArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 96.69 | |
| LW+BNArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 96.69 | |
| ASR+BNArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 96.25 | |
| BN OnlyArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 95.87 | |
| ASR+BNArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 95.67 | |
| LW+BNArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 95.44 | |
| LW+BNArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 95.31 | |
| LW+BNArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 94.25 | |
| BN OnlyArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 94.1 | |
| ASR+BNArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 94.05 | |
| BN OnlyArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 93.92 | |
| No RepairArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 93.22 | |
| No RepairArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 92.6 | |
| ASR+BNArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 92.47 | |
| LW+BNArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 92.22 | |
| No RepairArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 92.2 | |
| ASR+BNArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 91.68 | |
| BN OnlyArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 91.59 | |
| LW+BNArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 91.06 | |
| BN OnlyArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 90.04 | |
| BN OnlyArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 86.39 | |
| ASR+BNArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 82.98 | |
| No RepairArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.05 | 78.9 | |
| BN OnlyArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 73.1 | |
| BN OnlyArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 70.29 | |
| LW+BNArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 66.15 | |
| No RepairArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 62.99 | |
| ASR+BNArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 52.04 | |
| No RepairArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 49.97 | |
| LW+BNArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 47.43 | |
| ASR+BNArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 44.13 | |
| No RepairArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 37.18 | |
| No RepairArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.05 | 32.33 | |
| LW+BNArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 29.54 | |
| No RepairArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 22.05 | |
| No RepairArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 15.86 | |
| No RepairArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 14.79 | |
| No RepairArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.05 | 11.12 |