Saliency guided data augmentation strategy for maximally utilizing an object's visual information.

Among the various types of data augmentation strategies, the mixup-based approach has been particularly studied. However, in existing mixup-based approaches, object loss and label mismatching can occur if random patches are utilized when constructing augmented images, and additionally, patches that...

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Bibliographic Details
Main Authors: Junhyeok An, Soojin Jang, Junehyoung Kwon, Kyohoon Jin, YoungBin Kim
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0274767