MobileNets swMATH ID: 39590 Software Authors: Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, Hartwig Adam Description: MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications. 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. We introduce two simple global hyper-parameters that efficiently trade off between latency and accuracy. These hyper-parameters allow the model builder to choose the right sized model for their application based on the constraints of the problem. We present extensive experiments on resource and accuracy tradeoffs and show strong performance compared to other popular models on ImageNet classification. We then demonstrate the effectiveness of MobileNets across a wide range of applications and use cases including object detection, finegrain classification, face attributes and large scale geo-localization. Homepage: https://arxiv.org/abs/1704.04861 Source Code: https://github.com/tensorflow/tensorflow/blob/v2.4.1/tensorflow/python/keras/applications/mobilenet.py Keywords: Computer Vision; Pattern Recognition; arXiv_cs.CV; MobileNets; Convolutional Neural Networks; CNN; Mobile Vision Applications Related Software: ImageNet; ShuffleNet; Xception; AlexNet; SqueezeNet; TensorFlow; CIFAR; EfficientNet; MobileNetV2; Inception-v4; XNOR-Net; GitHub; MS-COCO; Caffe; Adam; SSD; DARTS; PASCAL VOC; SIFT; Faster R-CNN Cited in: 30 Publications Standard Articles 1 Publication describing the Software Year MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard, Menglong Zhu, Bo Chen, Dmitry Kalenichenko, Weijun Wang, Tobias Weyand, Marco Andreetto, Hartwig Adam 2017 all top 5 Cited by 130 Authors 2 Matveev, Ivan A. 1 Abdusalomov, Akmalbek 1 Alistarh, Dan 1 An, Senjian 1 Arnia, Fitri 1 Avazov, Kuldoshbay 1 Bai, Changchuan 1 Baratov, Nodirbek 1 Ben-Nun, Tal 1 Bharati, Subrato 1 Chan, Raymond Hon-Fu 1 Chen, Honggang 1 Chen, Jie 1 Chen, Zhikui 1 Cho, Young Im 1 Cichocki, Andrzej 1 Daulbaev, Talgat 1 Ding, Wenrui 1 Ding, Xiaofeng 1 Doermann, David 1 Dryden, Nikoli 1 Durlofsky, Louis J. 1 Efimov, Yu. S. 1 Feng, Junxi 1 Fernandes, Francisco E. jun. 1 Fieguth, Paul W. 1 Gan, Haitao 1 Gao, Jing 1 Geng, Lili 1 Gneushev, A. N. 1 Guo, Guodong 1 Gupta, Deepak Kumar 1 Gusak, Julia 1 Hao, Jie 1 He, Xiaohai 1 Hinkle, Jacob 1 Hoefler, Torsten 1 Hu, Hui 1 Hu, Runshan 1 Hu, Yuan 1 Huan, Er-Yang 1 Huang, Junhao 1 Huang, Lei 1 Huang, Wei 1 KeWang, Eric 1 Khamparia, Aditya 1 Khanna, Ashish 1 Lai, Weike 1 Lampert, Christoph H. 1 Li, Ling 1 Li, Yueping 1 Li, Zhengwei 1 Liang, Qiaokang 1 Liang, Tie 1 Liang, Zuodong 1 Liu, Chunlei 1 Liu, Jianzhuang 1 Liu, Longjun 1 Liu, Wanquan 1 Liu, Xiaoguang 1 Liu, Xinwang 1 Liu, Xiuling 1 Liu, Yimin 1 Lou, Cunguang 1 Lu, Maoying 1 Makhmudov, Fazliddin 1 Mir, Roohie Naaz 1 Mukhiddinov, Mukhriddin 1 Munadi, Khairul 1 Niu, Baoning 1 Oseledets, Ivan Valer’evich 1 Ou, Yanghan 1 Ouyang, Wanli 1 Papamarkou, Theodore 1 Peng, Jianzhong 1 Peng, Yaxin 1 Peste, Alexandra 1 Phung, Thai Kim 1 Pietikäinen, Matti 1 Podder, Prajoy 1 Ponomarev, E. 1 Pradhan, Biswajeet 1 Roslidar, Roslidar 1 Saddami, Khairun 1 Samsonov, N. A. 1 Sharma, Vipul 1 Su, Huake 1 Sun, Hongbin 1 Sun, Rémy 1 Sun, Siqin 1 Sun, Wei 1 Sun, Weize 1 Syaryadhi, Mohd 1 Syukri, Maimun 1 Tang, Meng 1 Teng, Qizhi 1 Thanh, Dang Ngoc Hoang 1 Tian, Xinyu 1 Wang, Chao 1 Wang, Dapeng ...and 30 more Authors all top 5 Cited in 19 Serials 6 Mathematical Biosciences and Engineering 3 International Journal of Computer Vision 2 Computer Methods in Applied Mechanics and Engineering 2 Multidimensional Systems and Signal Processing 2 Machine Learning 2 Journal of Computer and Systems Sciences International 1 Physica A 1 Information Sciences 1 Statistical Science 1 Neural Computation 1 Computational Mathematics and Mathematical Physics 1 Journal of Machine Learning Research (JMLR) 1 International Journal of Wavelets, Multiresolution and Information Processing 1 Computational & Mathematical Methods in Medicine 1 Inverse Problems and Imaging 1 Mathematical Geosciences 1 Computer Science Review 1 Journal of Nonlinear and Variational Analysis 1 Mathematical Foundations of Computing all top 5 Cited in 11 Fields 25 Computer science (68-XX) 5 Statistics (62-XX) 5 Biology and other natural sciences (92-XX) 4 Information and communication theory, circuits (94-XX) 2 Numerical analysis (65-XX) 2 Geophysics (86-XX) 2 Operations research, mathematical programming (90-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Mechanics of deformable solids (74-XX) 1 Fluid mechanics (76-XX) 1 Statistical mechanics, structure of matter (82-XX) Citations by Year