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SAGE: Sequential Attribute Generator for Analyzing Glioblastomas using Limited Dataset. (arXiv:2005.07225v2 [eess.IV] UPDATED)
June 7, 2022, 1:13 a.m. | Padmaja Jonnalagedda, Brent Weinberg (MD, PhD), Jason Allen (MD, PhD), Taejin L. Min (MD), Shiv Bhanu (MD), Bir Bhanu
cs.CV updates on arXiv.org arxiv.org
While deep learning approaches have shown remarkable performance in many
imaging tasks, most of these methods rely on availability of large quantities
of data. Medical image data, however, is scarce and fragmented. Generative
Adversarial Networks (GANs) have recently been very effective in handling such
datasets by generating more data. If the datasets are very small, however, GANs
cannot learn the data distribution properly, resulting in less diverse or
low-quality results. One such limited dataset is that for the concurrent gain …
More from arxiv.org / cs.CV updates on arXiv.org
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