MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

17 Apr 2017Andrew G. HowardMenglong ZhuBo ChenDmitry KalenichenkoWeijun WangTobias WeyandMarco AndreettoHartwig Adam

We present a class of efficient models called MobileNets for mobile and embedded vision applications. MobileNets are based on a streamlined architecture that uses depth-wise separable convolutions to build light weight deep neural networks... (read more)

PDF Abstract

Code


Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Image Classification ImageNet MobileNet-224 Top 1 Accuracy 70.6% # 83
Image Classification ImageNet MobileNet-224 Top 5 Accuracy 89.5% # 70