An Enhanced Hybrid MobileNet

Hong Yen Chen, Chung Yen Su

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

Complicated and deep neural network models can achieve high accuracy for image recognition. However, they require a huge amount of computations and model parameters, which are not suitable for mobile and embedded devices. Therefore, MobileNet was proposed, which can reduce the number of parameters and computational cost dramatically. The main idea of MobileNet is to use a depthwise separable convolution. Two hyper-parameters, a width multiplier and a resolution multiplier are used to the trade-off between the accuracy and the latency. In this paper, we propose a new architecture to improve the MobileNet. Instead of using the resolution multiplier, we use a depth multiplier and combine with either Fractional Max Pooling or the max pooling. Experimental results on CIFAR database show that the proposed architecture can reduce the amount of computational cost and increase the accuracy simultaneously.

Original languageEnglish
Title of host publication2018 9th International Conference on Awareness Science and Technology, iCAST 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages308-312
Number of pages5
ISBN (Electronic)9781538658260
DOIs
Publication statusPublished - 2018 Oct 31
Externally publishedYes
Event9th International Conference on Awareness Science and Technology, iCAST 2018 - Fukuoka, Japan
Duration: 2018 Sep 192018 Sep 21

Publication series

Name2018 9th International Conference on Awareness Science and Technology, iCAST 2018

Conference

Conference9th International Conference on Awareness Science and Technology, iCAST 2018
CountryJapan
CityFukuoka
Period18/9/1918/9/21

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Keywords

  • deep learning
  • image classifier
  • image recognition
  • MobileNet
  • neural networks

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Human-Computer Interaction
  • Information Systems and Management
  • Experimental and Cognitive Psychology
  • Social Psychology
  • Communication

Cite this

Chen, H. Y., & Su, C. Y. (2018). An Enhanced Hybrid MobileNet. In 2018 9th International Conference on Awareness Science and Technology, iCAST 2018 (pp. 308-312). [8517177] (2018 9th International Conference on Awareness Science and Technology, iCAST 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICAwST.2018.8517177