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ResearchFormerly WizWand

Image Classification on ImageNet (val) (Top-1 Accuracy and WCR)

15.7WCRHMQ
7.13049.355211.5813.8048Jul 20, 2020
Updated 8mo ago

Evaluation results

MethodLinks
HMQBackbone=ResNet-50, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.0715.775
HAQBackbone=ResNet-50, Target compression rate group=~16, Activation quantization (Ra)=42020.0715.4770.63
HAQBackbone=MobileNetV1, Target compression rate group=~16, Activation quantization (Ra)=42020.0714.857.14
HMQBackbone=MobileNetV2, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.0714.465.7
HMQBackbone=MobileNetV1, Target compression rate group=~16, Target weight compression rate (Rw)=16, Activation quantization (Ra)=42020.0714.1568.36
HAQBackbone=MobileNetV2, Target compression rate group=~16, Activation quantization (Ra)=42020.0714.0766.75
HMQBackbone=ResNet-50, Target compression rate group=~10, Target weight compression rate (Rw)=11, Activation quantization (Ra)=42020.0710.976.1
HMQBackbone=MobileNetV1, Target compression rate group=~10, Target weight compression rate (Rw)=11, Activation quantization (Ra)=42020.0710.6869.88
HAQBackbone=ResNet-50, Target compression rate group=~10, Activation quantization (Ra)=42020.0710.4175.3
HAQBackbone=MobileNetV1, Target compression rate group=~10, Activation quantization (Ra)=42020.0710.2267.66
HMQBackbone=MobileNetV2, Target compression rate group=~10, Target weight compression rate (Rw)=10, Activation quantization (Ra)=42020.079.7170.12
HAQBackbone=MobileNetV2, Target compression rate group=~10, Activation quantization (Ra)=42020.079.6870.9
HMQBackbone=ResNet-50, Target compression rate group=~8, Target weight compression rate (Rw)=9, Activation quantization (Ra)=42020.079.0176.3
HAQBackbone=ResNet-50, Target compression rate group=~8, Activation quantization (Ra)=42020.07876.14
HAQBackbone=MobileNetV1, Target compression rate group=~8, Activation quantization (Ra)=42020.077.871.74
HMQBackbone=MobileNetV2, Target compression rate group=~8, Target weight compression rate (Rw)=8, Activation quantization (Ra)=42020.077.771.4
HMQBackbone=MobileNetV1, Target compression rate group=~8, Target weight compression rate (Rw)=8, Activation quantization (Ra)=42020.077.670.912
HAQBackbone=MobileNetV2, Target compression rate group=~8, Activation quantization (Ra)=42020.077.4671.47