Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network
About this item
Full title
Author / Creator
Xie, Tianshu , Cheng, Xuan , Liu, Minghui , Deng, Jiali , Wang, Xiaomin and Liu, Ming
Publisher
Ithaca: Cornell University Library, arXiv.org
Journal title
Language
English
Formats
Publication information
Publisher
Ithaca: Cornell University Library, arXiv.org
Subjects
More information
Scope and Contents
Contents
In this paper, we propose a novel data augmentation strategy named Cut-Thumbnail, that aims to improve the shape bias of the network. We reduce an image to a certain size and replace the random region of the original image with the reduced image. The generated image not only retains most of the original image information but also has global informa...
Alternative Titles
Full title
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network
Authors, Artists and Contributors
Author / Creator
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_proquest_journals_2499696634
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2499696634
Other Identifiers
E-ISSN
2331-8422
DOI
10.48550/arxiv.2103.05342
