<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>Serious problems are on the rise, especially in these current times. The world is facing too many environmental threats. Water pollution is one of the main issues threatening the future. In some parts of the world, the water’s surface is covered by mucilage, which is dangerous for both aquatic animals and humans. This article firstly defines mucilage and highlights the reasons for its production. Afterwards to tackle water pollution, cleaning systems using image detection with the help of machine learning supervised classification algorithms are highlighted. This paper showcases the machine learning and classification used as well as the best solution for convolutional neural network and region-based convolutional neural network methods.</p>
</abstract>

Serious problems are on the rise, especially in these current times. The world is facing too many environmental threats. Water pollution is one of the main issues threatening the future. In some parts of the world, the water’s surface is covered by mucilage, which is dangerous for both aquatic animals and humans. This article firstly defines mucilage and highlights the reasons for its production. Afterwards to tackle water pollution, cleaning systems using image detection with the help of machine learning supervised classification algorithms are highlighted. This paper showcases the machine learning and classification used as well as the best solution for convolutional neural network and region-based convolutional neural network methods.

Underwater Image Detection for Cleaning Purposes; Techniques Used for Detection Based on Machine Learning

Electronics Communication Engineering Department

Department of Electrical and Electronics Engineering

Acta Marisiensis. Seria Technologica

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Serious problems are on the rise, especially in these current times. The world is facing too many environmental threats. Water pollution is one of the main...

Underwater Image Detection for Cleaning Purposes; Techniques Used for Detection Based on Machine Learning

Data publikacji: 19 maj 2022

Zakres stron: 28 - 35

DOI: https://doi.org/10.2478/amset-2022-0006

Słowa kluczowe
convolutional neural network (CNN), classification, image detection, method, region-based convolutional neural network (R-CNN), neural network (NN), water pollution

© 2022 Ornelta Goxhaj et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Underwater Image Detection for Cleaning Purposes; Techniques Used for Detection Based on Machine Learning

Data publikacji: 19 maj 2022

Zakres stron: 28 - 35

DOI: https://doi.org/10.2478/amset-2022-0006

Słowa kluczoweconvolutional neural network (CNN), classification, image detection, method, region-based convolutional neural network (R-CNN), neural network (NN), water pollution

© 2022 Ornelta Goxhaj et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Słowa kluczowe
convolutional neural network (CNN), classification, image detection, method, region-based convolutional neural network (R-CNN), neural network (NN), water pollution