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

資訊工程學系(含學碩博士班)

Chang Gung University

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

摘要

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.

原文	英語
主出版物標題	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	237-238
頁數	2
ISBN（電子）	9781665470506
DOIs	https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869254
出版狀態	已出版 - 2022
事件	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 - Taipei, 台灣持續時間: 06 07 2022 → 08 07 2022

出版系列

名字	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
國家/地區	台灣
城市	Taipei
期間	06/07/22 → 08/07/22

文獻附註

Publisher Copyright:
© 2022 IEEE.

存取文件

10.1109/ICCE-Taiwan55306.2022.9869254

其它文件與鏈接

Link to publication in Scopus

引用此

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. 於 Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 (頁 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. 頁 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.",

pages = "237--238",

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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. 於 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., 頁 237-238, 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Taipei, 台灣, 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).

研究成果: 圖書/報告稿件的類型 › 會議稿件 › 同行評審

TY - GEN

T1 - An Automated Pricing System for a Buffet Restaurant with Daily Menu Updates in Health Village using Incremental Learning and Cloud Service

AU - Lu, Cheng Yu

AU - Chao, Yi Ping

PY - 2022

Y1 - 2022

N2 - 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.

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.

UR - https://www.scopus.com/pages/publications/85138687905

U2 - 10.1109/ICCE-Taiwan55306.2022.9869254

DO - 10.1109/ICCE-Taiwan55306.2022.9869254

M3 - 会议稿件

AN - SCOPUS:85138687905

T3 - Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

SP - 237

EP - 238

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

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

Y2 - 6 July 2022 through 8 July 2022

ER -

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. 於 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

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Conference

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