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Image Classification on ImageNet (Average accuracy)

76.87Average AccuracyQLS → LSQ(1 epoch)
69.350871.302973.25575.2071Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.0676.87
QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.0676.82
QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.0676.77
LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.0676.68
LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.0676.66
QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.0676.56
QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.0676.49
LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.0676.41
LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.0676.33
LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.0676.12
LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.0676.1
FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.0676.03
QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.0675.85
FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.0675.83
FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.0674.03
QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=62026.0671.16
QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.0670.9
QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=52026.0670.7
QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=42026.0670.66
LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.0670.6
LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=62026.0670.58
QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.0670.46
LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=52026.0670.38
LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.0670.37
LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.0670.18
LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=42026.0670.18
QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.0669.64