SPEMix: a lightweight method via superclass pseudo-label and efficient mixup for echocardiogram view classification

SPEMix: a lightweight method via superclass pseudo-label and efficient mixup for echocardiogram view classification

IntroductionIn clinical, the echocardiogram is the most widely used for diagnosing heart diseases. Different heart diseases are diagnosed based on different views of the echocardiogram images, so efficient echocardiogram view classification can help cardiologists diagnose heart disease rapidly. Echo...

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Bibliographic Details
Main Authors: Shizhou Ma, Yifeng Zhang, Delong Li, Yixin Sun, Zhaowen Qiu, Lei Wei, Suyu Dong
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Artificial Intelligence
Subjects:
superclass pseudo-label
lightweight
semi-supervised
open-set
echocardiogram view classification
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2024.1467218/full
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https://www.frontiersin.org/articles/10.3389/frai.2024.1467218/full

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