Dynamic Multi-view Combination for Image Classification

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

	Dynamic Multi-view Combination for Image Classification
	Li,Chenghua1 ; Wang,Wanguo 2; Liu,Fengyuan1,3 ; Guo,Zhenyu 1,3
发表期刊	Journal of Physics: Conference Series
ISSN	1742-6588
	2020-09-01
卷号	1631 期号:1
摘要	Abstract 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.
DOI	10.1088/1742-6596/1631/1/012125
语种	英语
WOS记录号	IOP:1742-6588-1631-1-012125
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/173211/42193
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,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).