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AquaVision: Real-Time Identification of Microbes in Freshwater Using YOLOv3 by Prajakta Vinay Yadav; Siddhant Prakash Dhokrat; Ajit Sheshrao Kadam; Prashant Janardan Gadakh is a book available to read on EtoBox.

What is AquaVision: Real-Time Identification of Microbes in Freshwater Using YOLOv3 about?

According to World Health Organization (WHO), at least 2 billion people use drinking water contaminated due to different microorganisms and feces. Water pollution can be caused by industrial waste, oil pollution, various bacteria and microbes that can affect aquatic and human life. Considering water as one of the major aspects of life directly or indirectly, it must be preserved to avoid water-borne diseases. In this paper, the AquaVision application is built to detect the microbes present in water based on the water sample image uploaded by the user. Users can upload grayscale images, real-time Foldscope images, or microscopic images of the water. It uses deep learning methods like convolutional neural network (CNN) to detect the microbe called diatom using You Only Look Once version-3 (YOLOv3) algorithm. Diatom produces harmful toxins in the water that affects animals and human health leading to several acute and chronic diseases. The system uses the features of the YOLOv3 algorithm to detect the microorganisms more accurately, efficiently and generate more reliable results than the existing traditional laboratory methods. The reports generated by the system allow the user to mon

Author

Prajakta Vinay Yadav; Siddhant Prakash Dhokrat; Ajit Sheshrao Kadam; Prashant Janardan Gadakh

Publisher

Springer Nature Singapore Pte Ltd Fka Springer Science + Business Media Singapore Pte Ltd

Published

2021

Language

EN

ISBN

9789811653001

Subjects

Engineering, Computer Science, Technology