Biological characters identification for hard clam larva based on the improved YOLOX-s
文献类型：期刊论文
| 作者 | Wang, Yaxin2; Wu, Haiyun2; Hua, Xiuping2; Ren, Dongyue2; Li, Yang2; Mu, Zhimin2; Xu, Wei2; Wei, Yong2; Zhang, Tao1 ; Jiang, Yongcheng2
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| 刊名 | COMPUTERS AND ELECTRONICS IN AGRICULTURE
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| 出版日期 | 2023-09-01 |
| 卷号 | 212页码:8 |
| ISSN号 | 0168-1699 |
| 关键词 | Hard clam larva YOLOX-s Biological characters Convolutional block attention mechanism Deep learning |
| DOI | 10.1016/j.compag.2023.108103 |
| 通讯作者 | Jiang, Yongcheng(jiangyongcheng@tjau.edu.cn) |
| 英文摘要 | This study presents a real-time identification method for improving the accuracy and efficiency of counting hard clam larvae, overcoming the limitations of traditional manual methods. The proposed approach enhances the YOLOX-S network by incorporating attention mechanism modules into feature layers and up-sampling processes. The proposed model is subjected to comparative evaluations with YOLOv3, YOLOv4, YOLOv5, and Faster R-CNN networks, demonstrating its superior performance. After 150 epochs, the model achieves a training loss of approximately 1.42 and a mean average precision of 96.50%, outperforming models without attention mechanisms. It accurately identifies the quantity, survival rate, length, and width of hard clam larvae, providing valuable insights for quality prediction in the aquaculture industry. These findings contribute to the advancement of shellfish farming practices, offering a precise and efficient tool for larval assessment and promoting sustainable aquaculture development. |
| 资助项目 | Tianjin Enterprise Science and Technology Commissioner[20YDTPJC01340] ; 2023 Key Ramp;D Plan of Shandong Province (major scientific and technological innovation project) -Shellfish Mechanized Harvesting Technology and Equipment |
| WOS研究方向 | Agriculture ; Computer Science |
| 语种 | 英语 |
| 出版者 | ELSEVIER SCI LTD |
| WOS记录号 | WOS:001052234300001 |
| 源URL | [http://ir.qdio.ac.cn/handle/337002/182786]  |
| 专题 | 中国科学院海洋研究所 |
| 通讯作者 | Jiang, Yongcheng |
| 作者单位 | 1.Chinese Acad Sci, Inst Oceanol, Qingdao City 266000, Shandong Provin, Peoples R China 2.Tianjin Agr Univ, Coll Engn & Technol, Key Lab Smart Breeding Coconstruct Minist & Prov, Minist Agr & Rural Affairs TJAU, Tianjin 300392, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Yaxin,Wu, Haiyun,Hua, Xiuping,et al. Biological characters identification for hard clam larva based on the improved YOLOX-s[J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE,2023,212:8. |
| APA | Wang, Yaxin.,Wu, Haiyun.,Hua, Xiuping.,Ren, Dongyue.,Li, Yang.,...&Jiang, Yongcheng.(2023).Biological characters identification for hard clam larva based on the improved YOLOX-s.COMPUTERS AND ELECTRONICS IN AGRICULTURE,212,8. |
| MLA | Wang, Yaxin,et al."Biological characters identification for hard clam larva based on the improved YOLOX-s".COMPUTERS AND ELECTRONICS IN AGRICULTURE 212(2023):8. |
入库方式： OAI收割
来源：海洋研究所
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