Image Classification on ImageNet (val) (Top-1 Accuracy and WCR)
15.7WCRHMQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HMQBackbone=ResNet-50, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.07 | 15.7 | 75 | |
| HAQBackbone=ResNet-50, Target compression rate group=~16, Activation quantization (Ra)=42020.07 | 15.47 | 70.63 | |
| HAQBackbone=MobileNetV1, Target compression rate group=~16, Activation quantization (Ra)=42020.07 | 14.8 | 57.14 | |
| HMQBackbone=MobileNetV2, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.07 | 14.4 | 65.7 | |
| HMQBackbone=MobileNetV1, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.07 | 14.15 | 68.36 | |
| HAQBackbone=MobileNetV2, Target compression rate group=~16, Activation quantization (Ra)=42020.07 | 14.07 | 66.75 | |
| HMQBackbone=ResNet-50, Target compression rate group=~10, Target weight compression rate (Rw)=11, Activation quantization (Ra)=42020.07 | 10.9 | 76.1 | |
| HMQBackbone=MobileNetV1, Target compression rate group=~10, Target weight compression rate (Rw)=11, Activation quantization (Ra)=42020.07 | 10.68 | 69.88 | |
| HAQBackbone=ResNet-50, Target compression rate group=~10, Activation quantization (Ra)=42020.07 | 10.41 | 75.3 | |
| HAQBackbone=MobileNetV1, Target compression rate group=~10, Activation quantization (Ra)=42020.07 | 10.22 | 67.66 | |
| HMQBackbone=MobileNetV2, Target compression rate group=~10, Target weight compression rate (Rw)=10, Activation quantization (Ra)=42020.07 | 9.71 | 70.12 | |
| HAQBackbone=MobileNetV2, Target compression rate group=~10, Activation quantization (Ra)=42020.07 | 9.68 | 70.9 | |
| HMQBackbone=ResNet-50, Target compression rate group=~8, Target weight compression rate (Rw)=9, Activation quantization (Ra)=42020.07 | 9.01 | 76.3 | |
| HAQBackbone=ResNet-50, Target compression rate group=~8, Activation quantization (Ra)=42020.07 | 8 | 76.14 | |
| HAQBackbone=MobileNetV1, Target compression rate group=~8, Activation quantization (Ra)=42020.07 | 7.8 | 71.74 | |
| HMQBackbone=MobileNetV2, Target compression rate group=~8, Target weight compression rate (Rw)=8, Activation quantization (Ra)=42020.07 | 7.7 | 71.4 | |
| HMQBackbone=MobileNetV1, Target compression rate group=~8, Target weight compression rate (Rw)=8, Activation quantization (Ra)=42020.07 | 7.6 | 70.912 | |
| HAQBackbone=MobileNetV2, Target compression rate group=~8, Activation quantization (Ra)=42020.07 | 7.46 | 71.47 |