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Are open set classification methods effective on large-scale datasets?

Supervised classification methods often assume the train and test data distributions are the same and that all classes in the test set are present in the training set. However, deployed classifiers often require the ability to recognize inputs from outside the training set as unknowns. This problem...

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Bibliografiske detaljer
Udgivet i:PLoS One
Main Authors: Roady, Ryne, Hayes, Tyler L., Kemker, Ronald, Gonzales, Ayesha, Kanan, Christopher
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7473573/
https://ncbi.nlm.nih.gov/pubmed/32886692
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0238302
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