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)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Object Detection COCO test-dev MobileNet box AP 19.3 # 88
Image Classification ImageNet MobileNet-224 Top 1 Accuracy 70.6% # 139
Top 5 Accuracy 89.5% # 99