Vision-based fruit recognition via multi-scale attention CNN
文献类型：期刊论文
| 作者 | Min, Weiqing; Wang, Zhiling; Yang, Jiahao; Liu, Chunlin; Jiang, Shuqiang1 |
| 刊名 | COMPUTERS AND ELECTRONICS IN AGRICULTURE
 |
| 出版日期 | 2023-07-01 |
| 卷号 | 210页码:11 |
| ISSN号 | 0168-1699 |
| 关键词 | Fruit recognition Deep learning Food industry Computer vision |
| DOI | 10.1016/j.compag.2023.107911 |
| 英文摘要 | 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. |
| 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 |
| 语种 | 英语 |
| 出版者 | ELSEVIER SCI LTD |
| WOS记录号 | WOS:001013032600001 |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/21237]  |
| 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. |
入库方式： OAI收割
来源：计算技术研究所
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