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TumorGAN: A Multi-Modal Data Augmentation Framework for Brain Tumor Segmentation

TumorGAN: A Multi-Modal Data Augmentation Framework for Brain Tumor Segmentation

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_04019b33d7ac4738b526a1a070269b40

TumorGAN: A Multi-Modal Data Augmentation Framework for Brain Tumor Segmentation

About this item

Full title

TumorGAN: A Multi-Modal Data Augmentation Framework for Brain Tumor Segmentation

Publisher

Switzerland: MDPI AG

Journal title

Sensors (Basel, Switzerland), 2020-07, Vol.20 (15), p.4203

Language

English

Formats

Publication information

Publisher

Switzerland: MDPI AG

More information

Scope and Contents

Contents

The high human labor demand involved in collecting paired medical imaging data severely impedes the application of deep learning methods to medical image processing tasks such as tumor segmentation. The situation is further worsened when collecting multi-modal image pairs. However, this issue can be resolved through the help of generative adversari...

Alternative Titles

Full title

TumorGAN: A Multi-Modal Data Augmentation Framework for Brain Tumor Segmentation

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_04019b33d7ac4738b526a1a070269b40

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_04019b33d7ac4738b526a1a070269b40

Other Identifiers

ISSN

1424-8220

E-ISSN

1424-8220

DOI

10.3390/s20154203

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