Vision-based fruit recognition via multi-scale attention CNN

doi:10.1016/j.compag.2023.107911

	Vision-based fruit recognition via multi-scale attention CNN
	Min, Weiqing ; Wang, Zhiling ; Yang, Jiahao ; Liu, Chunlin ; Jiang, Shuqiang 1
	2023-07-01
发表期刊	COMPUTERS AND ELECTRONICS IN AGRICULTURE
ISSN	0168-1699
卷号	210 页码:11
摘要	Fruit quality assessment, grading and sorting are of vital importance to fruit processing, and all these involve fruit recognition. Vision-based fruit recognition can recognize fruit automatically and further support more applications such as fruit-picking robots, self-checkout service, and dietary guidance. Recent works resort to Convolutional Neural Networks (CNNs) for vision-based fruit recognition because of their powerful expressive capacity. However, most works simply utilize existing CNNs and ignore characteristics of fruit images, resulting in sub-optimal recognition performance. To solve this problem, we adopt a Multi-Scale Attention Network (MSANet), which explores attention from different layers of CNNs and aggregates various visual attentional features from different levels into final comprehensive representations. Extensive evaluations on four fruit benchmark datasets demonstrate that the method achieves state-of-the-art recognition performance. In addition, we report various experimental results from different deep networks as baselines. Codes and models will be released upon publication. Models and code are available at http://123.57.42.89/codes/msanet.html.
关键词	Fruit recognition Deep learning Food industry Computer vision
DOI	10.1016/j.compag.2023.107911
收录类别	SCI
语种	英语
资助项目	National Nature Science Foundation of China[62072289] ; National Nature Science Foundation of China[61972378] ; National Nature Science Foundation of China[U19B2040] ; National Nature Science Foundation of China[62125207] ; CAAI-Huawei MindSpore Open Fund
WOS研究方向	Agriculture ; Computer Science
WOS类目	Agriculture, Multidisciplinary ; Computer Science, Interdisciplinary Applications
WOS记录号	WOS:001013032600001
出版者	ELSEVIER SCI LTD
引用统计	被引频次：12[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/21238
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Jiang, Shuqiang
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式 GB/T 7714	Min, Weiqing,Wang, Zhiling,Yang, Jiahao,et al. Vision-based fruit recognition via multi-scale attention CNN[J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE,2023,210:11.
APA	Min, Weiqing,Wang, Zhiling,Yang, Jiahao,Liu, Chunlin,&Jiang, Shuqiang.(2023).Vision-based fruit recognition via multi-scale attention CNN.COMPUTERS AND ELECTRONICS IN AGRICULTURE,210,11.
MLA	Min, Weiqing,et al."Vision-based fruit recognition via multi-scale attention CNN".COMPUTERS AND ELECTRONICS IN AGRICULTURE 210(2023):11.