Searching for MobileNetV3

6 May 2019Andrew HowardMark SandlerGrace ChuLiang-Chieh ChenBo ChenMingxing TanWeijun WangYukun ZhuRuoming PangVijay VasudevanQuoc V. LeHartwig Adam

We present the next generation of MobileNets based on a combination of complementary search techniques as well as a novel architecture design. MobileNetV3 is tuned to mobile phone CPUs through a combination of hardware-aware network architecture search (NAS) complemented by the NetAdapt algorithm and then subsequently improved through novel architecture advances... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Image Classification ImageNet MobileNet V3-Large 1.0 Top 1 Accuracy 75.2% # 71
Image Classification ImageNet MobileNet V3-Large 1.0 Number of params 5.4M # 1