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

An Image Analysis Environment for Species Identification of Food Contaminating Beetles

March 8, 2023

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Abstract:

Food safety is vital to the well-being of society; therefore, it is important to inspect food products to ensure minimal health risks are present. The presence of certain species of insects, especially storage beetles, is a reliable indicator of possible contamination during storage and food processing. However, the current approach of identifying species by visual examination of insect fragments is rather subjective and time-consuming. To aid this inspection process, we have developed in collaboration with FDA food analysts some image analysis-based machine intelligence to achieve species identification with up to 90% accuracy. The current project is a continuation of this development effort. Here we present an image analysis environment that allows practical deployment of the machine intelligence on computers with limited processing power and memory. Using this environment, users can prepare input sets by selecting images for analysis, and inspect these images through the integrated panning and zooming capabilities. After species analysis, the results panel allows the user to compare the analyzed images with reference images of the proposed species. Further additions to this environment should include a log of previously analyzed images, and eventually extend to interaction with a central cloud repository of images through a web-based interface.

Authors

Daniel Martin

Arizona State University


Hongjian Ding

US Food and Drug Adminstration


Leihong Wu

US Food and Drug Administration


Howard Semey

US Food and Drug Adminstration


Amy Barnes

US Food and Drug Adminstration


Darryl Langley

US Food and Drug Adminstration


Su Inn Park

Samsung Austin Semiconductor LLC


Zhichao Liu

US Food and Drug Administration


Weida Tong

US Food and Drug Administration


Joshua Xu

US Food and Drug Administration


DOI:

10.1609/aaai.v30i1.9846


Topics: AAAI

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HOW TO CITE:

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu An Image Analysis Environment for Species Identification of Food Contaminating Beetles Proceedings of the AAAI Conference on Artificial Intelligence, 30 (2016) .

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu An Image Analysis Environment for Species Identification of Food Contaminating Beetles AAAI 2016, .

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu (2016). An Image Analysis Environment for Species Identification of Food Contaminating Beetles. Proceedings of the AAAI Conference on Artificial Intelligence, 30, .

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. An Image Analysis Environment for Species Identification of Food Contaminating Beetles. Proceedings of the AAAI Conference on Artificial Intelligence, 30 2016 p..

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. 2016. An Image Analysis Environment for Species Identification of Food Contaminating Beetles. "Proceedings of the AAAI Conference on Artificial Intelligence, 30". .

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. (2016) "An Image Analysis Environment for Species Identification of Food Contaminating Beetles", Proceedings of the AAAI Conference on Artificial Intelligence, 30, p.

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu, "An Image Analysis Environment for Species Identification of Food Contaminating Beetles", AAAI, p., 2016.

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. "An Image Analysis Environment for Species Identification of Food Contaminating Beetles". Proceedings of the AAAI Conference on Artificial Intelligence, 30, 2016, p..

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. "An Image Analysis Environment for Species Identification of Food Contaminating Beetles". Proceedings of the AAAI Conference on Artificial Intelligence, 30, (2016): .

Daniel Martin|| Hongjian Ding|| Leihong Wu|| Howard Semey|| Amy Barnes|| Darryl Langley|| Su Inn Park|| Zhichao Liu|| Weida Tong|| Joshua Xu. An Image Analysis Environment for Species Identification of Food Contaminating Beetles. AAAI[Internet]. 2016[cited 2023]; .


ISSN: 2374-3468


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