Incorporating Crowdsourced Annotator Distributions into Ensemble Modeling to Improve Classification Trustworthiness for Ancient Greek Papyri

Performing classification on noisy, crowdsourced image datasets can prove challenging even for the best neural networks. Two issues which complicate the problem on such datasets are class imbalance and ground-truth uncertainty in labeling. The AL-ALL and AL-PUB datasets - consisting of tightly cropp...

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Bibliographic Details
Main Authors: Graham West, Matthew I. Swindall, Ben Keener, Timothy Player, Alex C. Williams, James H. Brusuelas, John F. Wallin
Format: Article
Language:English
Published: Nicolas Turenne 2024-02-01
Series:Journal of Data Mining and Digital Humanities
Subjects:
Online Access:https://jdmdh.episciences.org/10297/pdf