Automated Cardiac Chamber Size and Cardiac Physiology Measurement in Water Fleas by U-Net and Mask RCNN Convolutional Networks

Automated Cardiac Chamber Size and Cardiac Physiology Measurement in Water Fleas by U-Net and Mask RCNN Convolutional Networks

Water fleas are an important lower invertebrate model that are usually used for ecotoxicity studies. Contrary to mammals, the heart of a water flea has a single chamber, which is relatively big in size and with fast-beating properties. Previous cardiac chamber volume measurement methods are primaril...

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Bibliographic Details
Main Authors: Ferry Saputra, Ali Farhan, Michael Edbert Suryanto, Kevin Adi Kurnia, Kelvin H.-C. Chen, Ross D. Vasquez, Marri Jmelou M. Roldan, Jong-Chin Huang, Yih-Kai Lin, Chung-Der Hsiao
Format: Article
Language:English
Published: MDPI AG 2022-06-01
Series:Animals
Subjects:
water flea
deep learning
cardiac physiology
U-Net
Mask RCNN
Online Access:https://www.mdpi.com/2076-2615/12/13/1670

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