Dynamic Feature Combination by Agreement for Image Classification

doi:10.1088/1742-6596/1631/1/012151

	Dynamic Feature Combination by Agreement for Image Classification
	Li,Chenghua 3; Wang,Wanguo 2; Liu,Linzhi 1,3; Liang,Tian 1,3
刊名	Journal of Physics: Conference Series
	2020-09-01
卷号	1631 期号:1
ISSN号	1742-6588
DOI	10.1088/1742-6596/1631/1/012151
英文摘要	Abstract Image classification is a basic and important task in computer vision. Recently, various neural networks have been designed and proved to be very powerful models for image classification. It is natural for thinking of how to gather their strengths together, which refers to feature combination tasks. Traditional combination methods mainly focus on designing specific combination algorithms to achieve higher performance. However, few works consider how to utilize their agreement on a given target (for example, a specific class) to achieve better combinations. This paper presents a novel dynamic feature combination method (DFCA) for image classification problems based on the agreement of the individual features. DFCA promisingly takes the agreement of not only the commonalities, but also the individualities of different features by dynamically updating the weighting coefficients of given features using a routing module. Experiment and extensive analysis on CIFAR-10 prove the effectiveness and promising characteristics of the proposed method.
语种	英语
出版者	IOP Publishing
WOS记录号	IOP:1742-6588-1631-1-012151
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/42198]
专题	类脑芯片与系统研究
作者单位	1.University of Chinese Academy of Sciences, Beijing 100190, China 2.State Grid Intelligence Technology Co., Ltd., China 3.NLPR & AIRIA, Institute of Automation, Chinese Academy of Sciences, No. 95 Zhongguancun East Rd., Beijing 100190, China
推荐引用方式 GB/T 7714	Li,Chenghua,Wang,Wanguo,Liu,Linzhi,et al. Dynamic Feature Combination by Agreement for Image Classification[J]. Journal of Physics: Conference Series,2020,1631(1).
APA	Li,Chenghua,Wang,Wanguo,Liu,Linzhi,&Liang,Tian.(2020).Dynamic Feature Combination by Agreement for Image Classification.Journal of Physics: Conference Series,1631(1).
MLA	Li,Chenghua,et al."Dynamic Feature Combination by Agreement for Image Classification".Journal of Physics: Conference Series 1631.1(2020).