Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift

doi:10.3390/sym12030427

CORC > 光电技术研究所 > 中国科学院光电技术研究所 > 光电探测技术研究室（三室）

	Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift
	Zhang, Sanxing 1; Ma, Zhenhuan 1; Zhang, Gang 1; Lei, Tao ; Zhang, Rui 1; Cui, Yi
刊名	SYMMETRY-BASEL
	2020-03-06
卷号	12 期号:3 页码:1-11
关键词	semantic segmentation deep convolutional neural network superpixel quick shift class voting
ISSN号	2073-8994
DOI	10.3390/sym12030427
文献子类	期刊论文
英文摘要	Semantic image segmentation, as one of the most popular tasks in computer vision, has been widely used in autonomous driving, robotics and other fields. Currently, deep convolutional neural networks (DCNNs) are driving major advances in semantic segmentation due to their powerful feature representation. However, DCNNs extract high-level feature representations by strided convolution, which makes it impossible to segment foreground objects precisely, especially when locating object boundaries. This paper presents a novel semantic segmentation algorithm with DeepLab v3+ and super-pixel segmentation algorithm-quick shift. DeepLab v3+ is employed to generate a class-indexed score map for the input image. Quick shift is applied to segment the input image into superpixels. Outputs of them are then fed into a class voting module to refine the semantic segmentation results. Extensive experiments on proposed semantic image segmentation are performed over PASCAL VOC 2012 dataset, and results that the proposed method can provide a more efficient solution.
出版地	BASEL
WOS研究方向	Science & Technology - Other Topics
语种	英语
出版者	MDPI
WOS记录号	WOS:000525824300102
内容类型	期刊论文
源URL	[http://ir.ioe.ac.cn/handle/181551/10148]
专题	光电技术研究所_光电探测技术研究室（三室）
作者单位	1.Chinese Acad Sci, Inst Opt & Elect, Chengdu 610209, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Sanxing,Ma, Zhenhuan,Zhang, Gang,et al. Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift[J]. SYMMETRY-BASEL,2020,12(3):1-11.
APA	Zhang, Sanxing,Ma, Zhenhuan,Zhang, Gang,Lei, Tao,Zhang, Rui,&Cui, Yi.(2020).Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift.SYMMETRY-BASEL,12(3),1-11.
MLA	Zhang, Sanxing,et al."Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift".SYMMETRY-BASEL 12.3(2020):1-11.