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Semantic Image Segmentation with Deep Convolutional Neural Networks and Quick Shift

文献类型：期刊论文

作者Zhang, Sanxing1; Ma, Zhenhuan1; Zhang, Gang1; Lei, Tao; Zhang, Rui1; Cui, Yi
刊名SYMMETRY-BASEL
出版日期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
DOI10.3390/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
WOS记录号WOS:000525824300102
出版者MDPI
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.

入库方式： OAI收割

来源：光电技术研究所

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