Regional Patch-Based Feature Interpolation Method for Effective Regularization

Deep Convolutional Neural Networks (CNNs) can be overly dependent on training data, causing a generalization problem in which trained models may not predict real-world datasets. To address this problem, various regularization methods such as image manipulation and feature map regularization have bee...

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Bibliographic Details
Main Authors: Soojin Jang, Kyohoon Jin, Junhyeok An, Youngbin Kim
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9000503/