Geostatistical Simulation of Medical Images for Data Augmentation in Deep Learning

Data augmentation, which is the process for creating alternative copies of each sample in a small training data set, is important for extracting deep-learning features for medical image classification problems. However, data augmentation has not been well explored and existing methods are heuristic....

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Bibliographic Details
Main Author: Tuan D. Pham
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8725492/