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Gaussian Based Active Learning Algorithm for Image Classification Problem

Published in 2021 IEEE 22nd International Conference of Young Professionals in Electron Devices and Materials (EDM) • Jun 30, 2021
NobleIDNI8P64W09R41S94
Authors:
Andrey Shcherbin
,
Gulnara Yakhyaeva

Abstract

One of the relevant problems in deep learning is data efficiency. In the active learning approach, we have a large set of unlabeled data, a small set of labeled data and a limited budget for labeling. The model for training on labeled data is defined. The task is to select the most relevant samples ...

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