Iterative pseudo balancing for stem cell microscopy image classification

Abstract Many critical issues arise when training deep neural networks using limited biological datasets. These include overfitting, exploding/vanishing gradients and other inefficiencies which are exacerbated by class imbalances and can affect the overall accuracy of a model. There is a need to dev...

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Bibliographic Details
Main Authors: Adam Witmer, Bir Bhanu
Format: Article
Language:English
Published: Nature Portfolio 2024-02-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-54993-y