A Deep Multiview Active Learning for Large-Scale Image Classification

المؤلفون المشاركون

Gu, Yuhong
Yao, Tuozhong
Wang, Wenfeng

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-7، 7ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-12-15

دولة النشر

مصر

عدد الصفحات

7

التخصصات الرئيسية

هندسة مدنية

الملخص EN

Multiview active learning (MAL) is a technique which can achieve a large decrease in the size of the version space than traditional active learning and has great potential applications in large-scale data analysis.

In this paper, we present a new deep multiview active learning (DMAL) framework which is the first to combine multiview active learning and deep learning for annotation effort reduction.

In this framework, our approach advances the existing active learning methods in two aspects.

First, we incorporate two different deep convolutional neural networks into active learning which uses multiview complementary information to improve the feature learnings.

Second, through the properly designed framework, the feature representation and the classifier can be simultaneously updated with progressively annotated informative samples.

The experiments with two challenging image datasets demonstrate that our proposed DMAL algorithm can achieve promising results than several state-of-the-art active learning algorithms.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Yao, Tuozhong& Wang, Wenfeng& Gu, Yuhong. 2020. A Deep Multiview Active Learning for Large-Scale Image Classification. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1197017

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Yao, Tuozhong…[et al.]. A Deep Multiview Active Learning for Large-Scale Image Classification. Mathematical Problems in Engineering No. 2020 (2020), pp.1-7.
https://search.emarefa.net/detail/BIM-1197017

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Yao, Tuozhong& Wang, Wenfeng& Gu, Yuhong. A Deep Multiview Active Learning for Large-Scale Image Classification. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1197017

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1197017