Dynamic Multi-view Combination for Image Classification

doi:10.1088/1742-6596/1631/1/012125

	Dynamic Multi-view Combination for Image Classification
	Li,Chenghua 3; Wang,Wanguo 2; Liu,Fengyuan 1,3; Guo,Zhenyu 1,3
刊名	Journal of Physics: Conference Series
	2020-09-01
卷号	1631 期号:1
ISSN号	1742-6588
DOI	10.1088/1742-6596/1631/1/012125
英文摘要	Abstract Multi-view learning is widely used in image classification tasks to better explore the discriminative information of different views. However, existing multi-view methods commonly rely on some pre-defined assumptions or fail to fully take advantage of the combination commonality between individual images. This paper presents an efficient dynamic multi-view combination approach to dynamically combine the discriminative power of different views. Specially, we firstly utilize a group of pre-trained CNNs to extract different views of an image. Secondly, we apply a dynamic gating module to the image, which will generate a weight vector of these views to model the image-level information for the multi-view learning. Finally, the weight vector and the views are combined for the classification. Experimental results and analysis on CIFAR-10 and ImageNet show the effectiveness of the proposed dynamic multi-view combination method (DMVC) for visual classification.
语种	英语
出版者	IOP Publishing
WOS记录号	IOP:1742-6588-1631-1-012125
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/42192]
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,Fengyuan,et al. Dynamic Multi-view Combination for Image Classification[J]. Journal of Physics: Conference Series,2020,1631(1).
APA	Li,Chenghua,Wang,Wanguo,Liu,Fengyuan,&Guo,Zhenyu.(2020).Dynamic Multi-view Combination for Image Classification.Journal of Physics: Conference Series,1631(1).
MLA	Li,Chenghua,et al."Dynamic Multi-view Combination for Image Classification".Journal of Physics: Conference Series 1631.1(2020).