Napier, Thomas, and Lee, Ickjai (2023) Using mobile-based augmented reality and object detection for real-time Abalone growth monitoring. Computers and Electronics in Agriculture, 207. 107744.

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Abstract

Abalone are becoming increasingly popular for human consumption. Whilst their popularity has risen, measuring the number and size distribution of Abalone at various stages of growth in existing farms remains a significant challenge. Current Abalone stock management techniques rely on manual inspection which is time consuming, causes stress to the animal, and results in mediocre data quality. To rectify this, we propose a novel mobile-based tool which combines object detection and augmented reality for the real-time counting and measuring of Abalone, that is both network and location independent. We applied our portable handset tool to both measure and count Abalone at various growth stages, and performed extended measuring evaluation to assess the robustness of our proposed approach. Our experimental results revealed that the proposed tool greatly outperforms traditional approaches and was able to successfully count up to 15 Abalone at various life stages with above 95% accuracy, as well as significantly decrease the time taken to measure Abalone while still maintaining an accuracy within a maximum error range of 2.5% of the Abalone’s actual size.

Item ID:	77915
Item Type:	Article (Research - C1)
ISSN:	1872-7107
Copyright Information:	© 2023 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Date Deposited:	21 Mar 2023 00:53
FoR Codes:	30 AGRICULTURAL, VETERINARY AND FOOD SCIENCES > 3005 Fisheries sciences > 300501 Aquaculture @ 50% 46 INFORMATION AND COMPUTING SCIENCES > 4602 Artificial intelligence > 460202 Autonomous agents and multiagent systems @ 0% 46 INFORMATION AND COMPUTING SCIENCES > 4602 Artificial intelligence > 460299 Artificial intelligence not elsewhere classified @ 50%
SEO Codes:	22 INFORMATION AND COMMUNICATION SERVICES > 2204 Information systems, technologies and services > 220402 Applied computing @ 50% 10 ANIMAL PRODUCTION AND ANIMAL PRIMARY PRODUCTS > 1002 Fisheries - aquaculture > 100299 Fisheries - aquaculture not elsewhere classified @ 50%
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