An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service

Cheng Yu Lu; Yi Ping Chao

doi:10.1109/ICCE-Taiwan55306.2022.9869254

An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service

Cheng Yu Lu, Yi Ping Chao

Department of Computer Science and Information Engineering

Chang Gung University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

This study solves the problem of food assessment for the elder in a health village, via Nvidia Jetson devices and increasingly comprehensive transfer learning techniques. For the increasing of dish dataset, incremental learning is used. The main contributions include: first, building a food recognition system through transfer learning, incremental learning and edge computing; second, the ResNet-18 based model in the system has mAP 100% accuracy.

Original language	English
Title of host publication	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	237-238
Number of pages	2
ISBN (Electronic)	9781665470506
DOIs	https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869254
State	Published - 2022
Event	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 - Taipei, Taiwan Duration: 06 07 2022 → 08 07 2022

Publication series

Name	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

Conference

Conference	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
Country/Territory	Taiwan
City	Taipei
Period	06/07/22 → 08/07/22

Bibliographical note

Publisher Copyright:
© 2022 IEEE.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1109/ICCE-Taiwan55306.2022.9869254

Cite this

Lu, C. Y., & Chao, Y. P. (2022). An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service. In Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 (pp. 237-238). (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869254

Lu, Cheng Yu ; Chao, Yi Ping. / An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 237-238 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

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title = "An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service",

abstract = "This study solves the problem of food assessment for the elder in a health village, via Nvidia Jetson devices and increasingly comprehensive transfer learning techniques. For the increasing of dish dataset, incremental learning is used. The main contributions include: first, building a food recognition system through transfer learning, incremental learning and edge computing; second, the ResNet-18 based model in the system has mAP 100% accuracy.",

author = "Lu, {Cheng Yu} and Chao, {Yi Ping}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 ; Conference date: 06-07-2022 Through 08-07-2022",

year = "2022",

doi = "10.1109/ICCE-Taiwan55306.2022.9869254",

language = "英语",

series = "Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

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Lu, CY & Chao, YP 2022, An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service. in Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Institute of Electrical and Electronics Engineers Inc., pp. 237-238, 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Taipei, Taiwan, 06/07/22. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869254

An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service. / Lu, Cheng Yu; Chao, Yi Ping.
Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 237-238 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AB - This study solves the problem of food assessment for the elder in a health village, via Nvidia Jetson devices and increasingly comprehensive transfer learning techniques. For the increasing of dish dataset, incremental learning is used. The main contributions include: first, building a food recognition system through transfer learning, incremental learning and edge computing; second, the ResNet-18 based model in the system has mAP 100% accuracy.

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PB - Institute of Electrical and Electronics Engineers Inc.

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Lu CY, Chao YP. An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service. In Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 237-238. (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). doi: 10.1109/ICCE-Taiwan55306.2022.9869254

An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service

Abstract

Publication series

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Bibliographical note

UN SDGs

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