Evaluation and analysis of image compression effect on neural network-based heart rate classification

Evaluation and analysis of image compression effect on neural network-based heart rate classification

Abstract In this study, we evaluated and analyzed the effects of image compression on a neural network (NN)-based heart rate (HR) classification system. An NN-based HR-estimation system classifies facial images into groups of HR intervals. We evaluated the relationship between the image compression...

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Bibliographic Details
Main Authors: Tianyu Dong, Seongho Cook, Jaiyoung Oh, Euee S. Jang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Heart rate
Image compression
Neural network
Classification
Online Access:https://doi.org/10.1038/s41598-025-06031-8
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https://doi.org/10.1038/s41598-025-06031-8

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