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Image Classification on Imagenette (Top-1 Accuracy)

98.88Top-1 AccuracyDense
7.609631.30485578.6952May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DenseArchitecture=DenseNet-121, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.0598.88
DenseArchitecture=VGG-16-BN, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.0598.5
DenseArchitecture=ResNet-50, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.0598.22
LW+BNArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.68
ASR+BNArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.68
BN OnlyArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.52
BN OnlyArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.41
BN OnlyArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.34
DenseArchitecture=ResNet-18, Sparsity=0%, Calibration step (b)=20, Batch size=1282026.0597.27
ASR+BNArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.1
ASR+BNArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0597.06
LW+BNArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0596.89
LW+BNArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0596.75
ASR+BNArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0596.73
BN OnlyArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0596.69
LW+BNArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0596.69
ASR+BNArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0596.25
BN OnlyArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0595.87
ASR+BNArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0595.67
LW+BNArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0595.44
LW+BNArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0595.31
LW+BNArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0594.25
BN OnlyArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0594.1
ASR+BNArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0594.05
BN OnlyArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0593.92
No RepairArchitecture=ResNet-50, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0593.22
No RepairArchitecture=ResNet-18, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0592.6
ASR+BNArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0592.47
LW+BNArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0592.22
No RepairArchitecture=VGG-16-BN, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0592.2
ASR+BNArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0591.68
BN OnlyArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0591.59
LW+BNArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0591.06
BN OnlyArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0590.04
BN OnlyArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0586.39
ASR+BNArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0582.98
No RepairArchitecture=DenseNet-121, Sparsity=70%, Calibration step (b)=20, Batch size=1282026.0578.9
BN OnlyArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0573.1
BN OnlyArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0570.29
LW+BNArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0566.15
No RepairArchitecture=VGG-16-BN, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0562.99
ASR+BNArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0552.04
No RepairArchitecture=DenseNet-121, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0549.97
LW+BNArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0547.43
ASR+BNArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0544.13
No RepairArchitecture=ResNet-50, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0537.18
No RepairArchitecture=ResNet-18, Sparsity=2:4, Calibration step (b)=20, Batch size=1282026.0532.33
LW+BNArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0529.54
No RepairArchitecture=ResNet-50, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0522.05
No RepairArchitecture=VGG-16-BN, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0515.86
No RepairArchitecture=DenseNet-121, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0514.79
No RepairArchitecture=ResNet-18, Sparsity=90%, Calibration step (b)=20, Batch size=1282026.0511.12