Please use this identifier to cite or link to this item: http://www.alice.cnptia.embrapa.br/alice/handle/doc/1148425
Title: A review on the use of computer vision and artificial intelligence for fish recognition, monitoring, and management.
Authors: BARBEDO, J. G. A.
Affiliation: JAYME GARCIA ARNAL BARBEDO, CNPTIA.
Date Issued: 2022
Citation: Fishes, v. 7, n. 6, 335, Dec. 2022.
Description: Abstract: Computer vision has been applied to fish recognition for at least three decades. With the inception of deep learning techniques in the early 2010s, the use of digital images grew strongly, and this trend is likely to continue. As the number of articles published grows, it becomes harder to keep track of the current state of the art and to determine the best course of action for new studies. In this context, this article characterizes the current state of the art by identifying the main studies on the subject and briefly describing their approach. In contrast with most previous reviews related to technology applied to fish recognition, monitoring, and management, rather than providing a detailed overview of the techniques being proposed, this work focuses heavily on the main challenges and research gaps that still remain. Emphasis is given to prevalent weaknesses that prevent more widespread use of this type of technology in practical operations under real-world conditions. Some possible solutions and potential directions for future research are suggested, as an effort to bring the techniques developed in the academy closer to meeting the requirements found in practice.
Thesagro: Peixe
NAL Thesaurus: Artificial intelligence
Digital images
Computer vision
Fish
Keywords: Inteligência artificial
Aprendizado profundo
Visão computacional
Imagens digitais
Machine learning
Deep learning
DOI: https://doi.org/10.3390/ fishes7060335
Type of Material: Artigo de periódico
Access: openAccess
Appears in Collections:Artigo em periódico indexado (CNPTIA)

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