Classification of Highly Similar Fish Species Using Machine Learning DOI

Leandro Magno C. Silva,

Franklin César Flores, Rosilene Luciana Delariva

et al.

Published: July 9, 2024

Language: Английский

Automated Fish Measurement and Classification Using Convolutional Neural Networks (CNNs) DOI Creative Commons

Soad El Hiak,

He Xu

Computational Biology and Bioinformatics, Journal Year: 2023, Volume and Issue: unknown

Published: Dec. 5, 2023

Managing fisheries requires regular monitoring and assessment of fish populations.Traditional methods evaluating stocks, particularly their size, can be time-consuming, labor-intensive, inaccurate.Recently, digital image processing (DIP) machine learning (ML) have emerged as promising technologies to automate measurement classification.In this study, we aim develop deep models predict, classify shape size the using convolutional neural networks (CNNs) DIP techniques.The study utilizes publicly available datasets evaluates efficiency proposed metrics such precision, recall, F1 score.The developed utilize Python programming language with TensorFlow Keras libraries.The regression component investigates intricate relationship between various physical attributes fish, uncovering connections body length, height, weight.This analysis provides valuable insights into correlations among these attributes, enhancing our understanding characteristics.Simultaneously, classification segment introduces an innovative approach classification, incorporating attributes.Through a combination classifiers ensemble stacking, exceptional accuracy is achieved in identifying distinct classes.This integration techniques facilitates more nuanced process, allowing for comprehensive categorization based on visual attributes.Our establishes robust framework Utilizing combined strengths (ML).The not only enhance but also contribute broader goal sustainable management.This research sets foundation future endeavors automating stock assessments, contributing advancement science management practices.

Language: Английский

Citations

1
Simulation of machine vision based on light detection sensors in aerobics judgment assistance system DOI
Yuan Wei, Lin Li

Optical and Quantum Electronics, Journal Year: 2024, Volume and Issue: 56(4)

Published: Feb. 1, 2024

Language: Английский

Citations

0
Sistema basado en IoT y visión por computadora para monitoreo en acuacultura DOI Creative Commons
Eiriku Yamao

Campus, Journal Year: 2024, Volume and Issue: 29(37), P. 207 - 214

Published: June 26, 2024

Sistema basado en IoT y visión por computadora para monitoreo acuacultura

Citations

0
Research on Airport Target Recognition Based on YOLOv5 Algorithm DOI

Mingsong Cao,

Zhihao Zhang,

Pingping Zhang

et al.

Published: April 26, 2024

Language: Английский

Citations

0
Classification of Highly Similar Fish Species Using Machine Learning DOI

Leandro Magno C. Silva,

Franklin César Flores, Rosilene Luciana Delariva

et al.

Published: July 9, 2024

Language: Английский

Citations

0