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,Chenghua1 ; Wang,Wanguo 2; Liu,Linzhi1,3 ; Liang,Tian1,3
发表期刊	Journal of Physics: Conference Series
ISSN	1742-6588
	2020-09-01
卷号	1631 期号:1
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.
DOI	10.1088/1742-6596/1631/1/012151
语种	英语
WOS记录号	IOP:1742-6588-1631-1-012151
出版者	IOP Publishing
七大方向——子方向分类	图像视频处理与分析
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42199
专题	复杂系统认知与决策实验室_高效智能计算与学习
作者单位	1.NLPR & AIRIA, Institute of Automation, Chinese Academy of Sciences, No. 95 Zhongguancun East Rd., Beijing 100190, China 2.State Grid Intelligence Technology Co., Ltd., China 3.University of Chinese Academy of Sciences, Beijing 100190, China
第一作者单位	模式识别国家重点实验室
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).

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Li_2020_J._Phys.__Co（488KB）	期刊论文	作者接受稿	开放获取	CC BY-NC-SA	浏览下载