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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 30 / No. 1: Thirtieth AAAI Conference On Artificial Intelligence

Shoot to Know What: An Application of Deep Networks on Mobile Devices

March 8, 2023

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Authors

Jiaxiang Wu

Institute of Automation, Chinese Academy of Sciences


Qinghao Hu

Institute of Automation, Chinese Academy of Sciences


Cong Leng

Institute of Automation, Chinese Academy of Sciences


Jian Cheng

Institute of Automation, Chinese Academy of Sciences


DOI:

10.1609/aaai.v30i1.9831


Abstract:

Convolutional neural networks (CNNs) have achieved impressive performance in a wide range of computer vision areas. However, the application on mobile devices remains intractable due to the high computation complexity. In this demo, we propose the Quantized CNN (Q-CNN), an efficient framework for CNN models, to fulfill efficient and accurate image classification on mobile devices. Our Q-CNN framework dramatically accelerates the computation and reduces the storage/memory consumption, so that mobile devices can independently run an ImageNet-scale CNN model. Experiments on the ILSVRC-12 dataset demonstrate 4~6x speed-up and 15~20x compression, with merely one percentage drop in the classification accuracy. Based on the Q-CNN framework, even mobile devices can accurately classify images within one second.

Topics: AAAI

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HOW TO CITE:

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng Shoot to Know What: An Application of Deep Networks on Mobile Devices Proceedings of the AAAI Conference on Artificial Intelligence, 30 (2016) .

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng Shoot to Know What: An Application of Deep Networks on Mobile Devices AAAI 2016, .

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng (2016). Shoot to Know What: An Application of Deep Networks on Mobile Devices. Proceedings of the AAAI Conference on Artificial Intelligence, 30, .

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. Shoot to Know What: An Application of Deep Networks on Mobile Devices. Proceedings of the AAAI Conference on Artificial Intelligence, 30 2016 p..

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. 2016. Shoot to Know What: An Application of Deep Networks on Mobile Devices. "Proceedings of the AAAI Conference on Artificial Intelligence, 30". .

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. (2016) "Shoot to Know What: An Application of Deep Networks on Mobile Devices", Proceedings of the AAAI Conference on Artificial Intelligence, 30, p.

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng, "Shoot to Know What: An Application of Deep Networks on Mobile Devices", AAAI, p., 2016.

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. "Shoot to Know What: An Application of Deep Networks on Mobile Devices". Proceedings of the AAAI Conference on Artificial Intelligence, 30, 2016, p..

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. "Shoot to Know What: An Application of Deep Networks on Mobile Devices". Proceedings of the AAAI Conference on Artificial Intelligence, 30, (2016): .

Jiaxiang Wu|| Qinghao Hu|| Cong Leng|| Jian Cheng. Shoot to Know What: An Application of Deep Networks on Mobile Devices. AAAI[Internet]. 2016[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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