Image Classification on ImageNet (Average accuracy)
76.87Average AccuracyQLS → LSQ(1 epoch)
Evaluation Results
| Method | Links | |
|---|---|---|
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.06 | 76.87 | |
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.06 | 76.82 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.06 | 76.77 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.06 | 76.68 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.06 | 76.66 | |
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.06 | 76.56 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.06 | 76.49 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.06 | 76.41 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.06 | 76.33 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.06 | 76.12 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.06 | 76.1 | |
| FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.06 | 76.03 | |
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.06 | 75.85 | |
| FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.06 | 75.83 | |
| FP → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.06 | 74.03 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=62026.06 | 71.16 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.06 | 70.9 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=52026.06 | 70.7 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=42026.06 | 70.66 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.06 | 70.6 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=62026.06 | 70.58 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.06 | 70.46 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=52026.06 | 70.38 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.06 | 70.37 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.06 | 70.18 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-18, Epochs=101, Weight Bitwidth (b)=42026.06 | 70.18 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.06 | 69.64 |