Image Classification on Tiny-ImageNet (Average Accuracy)
70.3Average AccuracyQLS
Evaluation Results
| Method | Links | |
|---|---|---|
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.06 | 70.3 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.06 | 70.28 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.06 | 70.27 | |
| QLS → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.06 | 70.26 | |
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.06 | 70.14 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=62026.06 | 70.09 | |
| QLSBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.06 | 70.01 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=62026.06 | 69.95 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=52026.06 | 69.14 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=52026.06 | 69.06 | |
| LSQBackbone=ResNet-50, Epochs=100, Weight Bitwidth (b)=42026.06 | 67.47 | |
| LSQ → LSQ(1 epoch)Backbone=ResNet-50, Epochs=101, Weight Bitwidth (b)=42026.06 | 67.37 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.06 | 66.7 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.06 | 66.24 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=62026.06 | 66.2 | |
| QLSBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.06 | 65.82 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=52026.06 | 65.8 | |
| LSQBackbone=ResNet-18, Epochs=100, Weight Bitwidth (b)=42026.06 | 65.65 |