数字农科院2.0

SGR-YOLO: a method for detecting seed germination rate in wild rice

文献类型： 外文期刊

作者： Yao, Qiong;Zheng, Xiaoming;Zhou, Guomin;Zhang, Jianhua

作者机构：

关键词： wild rice;germination detection;deep learning;SGR-YOLO;BiFPN

期刊名称： FRONTIERS IN PLANT SCIENCE

ISSN： 1664-462X

年卷期： 2024 年 14 卷

页码：

收录情况： SCIE（2024版）

摘要： Seed germination rate is one of the important indicators in measuring seed quality and seed germination ability, and it is also an important basis for evaluating the growth potential and planting effect of seeds. In order to detect seed germination rates more efficiently and achieve automated detection, this study focuses on wild rice as the research subject. A novel method for detecting wild rice germination rates is introduced, leveraging the SGR-YOLO model through deep learning techniques. The SGR-YOLO model incorporates the convolutional block attention module (efficient channel attention (ECA)) in the Backbone, adopts the structure of bi-directional feature pyramid network (BiFPN) in the Neck part, adopts the generalized intersection over union (GIOU) function as the loss function in the Prediction part, and adopts the GIOU function as the loss function by setting the weighting coefficient to accelerate the detection of the seed germination rate. In the Prediction part, the GIOU function is used as the loss function to accelerate the learning of high-confidence targets by setting the weight coefficients to further improve the detection accuracy of seed germination rate. The results showed that the accuracy of the SGR-YOLO model for wild rice seed germination discrimination was 94% for the hydroponic box and 98.2% for the Petri dish. The errors of germination potential, germination index, and average germination days detected by SGR-YOLO using the manual statistics were 0.4%, 2.2, and 0.9 days, respectively, in the hydroponic box and 0.5%, 0.5, and 0.24 days, respectively, in the Petri dish. The above results showed that the SGR-YOLO model can realize the rapid detection of germination rate, germination potential, germination index, and average germination days of wild rice seeds, which can provide a reference for the rapid detection of crop seed germination rate.

分类号：

  • 相关文献

[1]Xoo-YOLO: a detection method for wild rice bacterial blight in the field from the perspective of unmanned aerial vehicles. Pan Pan,Wenlong Guo,Xiaoming Zheng,Lin Hu,Guomin Zhou,Jianhua Zhang. 2023

[2]ST-YOLO: a deep learning based intelligent identification model for salt tolerance of wild rice seedlings. Qiong Yao,Pan Pan,Xiaoming Zheng,Guomin Zhou,Jianhua Zhang. 2025

[3]Identification And Genetic Analysis Ofqcl1.2, A Novel Allele Of The "Green Revolution" Genesd1From Wild Rice (Oryza Rufipogon) That Enhances Plant Height. Huang, Jingfen,Zhang, Lizhen,Wang, Yanyan,Zhang, Lizhen,Huang, Jingfen,Yang, Qingwen,Qiao, Weihua,Lan, Jinhao,Zhang, Li-Fang,Zhao, Zhigang,Tian, Yunlu,Liu, Shijia,Cheng, Yunlian,Li, Fei,Cui, Yongxia,Li, Jiaqi,Wang, Junrui,Yang, Ziyi,Zheng, Xiaoming,Xu, Rui,Song, Yue. 2020

[4]Improvement Of Salt Tolerance Using W.ild Rice Genes. Huang, Rongfeng,Quan, Ruidang,Hui, Jian,Bai, Haibo,Quan, Ruidang,Quan, Ruidang,Wang, Juan,Quan, Ruidang,Lyu, Xuelian,Zhang, Haiwen,Huang, Rongfeng,Zhang, Zhijin,Zhang, Haiwen,Wang, Juan,Li, Shuhua,Zhu, Yongxing,Zhang, Zhijin. 2018

[5]Widespread and Adaptive Alterations in Genome-Wide Gene Expression Associated with Ecological Divergence of Two Oryza Species. Guo, Jie,Liu, Rong,Huang, Lei,Zheng, Xiao-Ming,Liu, Ping-Li,Du, Yu-Su,Cai, Zhe,Zhou, Lian,Zhang, Fu-Min,Ge, Song,Liu, Rong,Du, Yu-Su,Cai, Zhe,Zhou, Lian,Ge, Song,Wei, Xing-Hua.

[6]Population structure and conservation genetics of wild rice Oryza rufipogon (Poaceae): a region-wide perspective from microsatellite variation. Gao, LH.

[7]Genetic differentiation of wild relatives of rice as assessed by RFLP analysis. B.-R. Lu *, K.L. Zheng , H.R. Qian , J.Y. Zhuang. 2002

[8]Identification Of Qtl Tgw12 Responsible For Grain Weight In Rice Based On Recombinant Inbred Line Population Crossed By Wild Rice (Oryza Minuta) Introgression Line K1561 And Indica Rice G1025. Li, XQ, Wei, Y, Li, J, Yang, FW, Chen, Y, Chen, YH, Guo, SB, Sha, AH. 2020

[9]Unveiling a Novel Source of Resistance to Bacterial Blight in Medicinal Wild Rice, Oryza officinalis. Ling Chen,Fuyou Yin,Dunyu Zhang,Suqin Xiao,Qiaofang Zhong,Bo Wang,Xue Ke,Zhiyuan Ji,Lingxian Wang,Yun Zhang,Cong Jiang,Li Liu,Jinlu Li,Yuanda Lu,Tengqiong Yu,Zaiquan Cheng. 2022

[10]Conservation recommendations for Oryza rufpogon Grif. in China based on genetic diversity analysis. 王君瑞,,时津霞,,刘莎,,孙希平,,黄娟,,乔卫华,,程云连,,张丽芳,,郑晓明,,杨庆文. 2020

[11]Conservation and Utilization of Genetic Resources of Wild Rice in China. Yang Ziyi,Xu Zhijian,Yang Qingwen,Qiao Weihua. 2022

[12]Extraction Of Proanthocyanidins From Chinese W.ild Rice (Zizania Latifolia) A nd Analyses Of Structural Composition And Potential Bioactivities Of Different Fractions. Chu, MJ, Du, YM, Liu, XM, Yan, N, Wang, FZ, Zhang, ZF. 2019

[13]A novel QTL GL12 from wild rice increases grain length and weight in cultivated rice. Wang, Yanyan,Yang, Ziyi,Xing, Meng,Huang, Jingfen,Ding, Yingbin,Zhang, Lizhen,Li, Fei,Nie, Yamin,Wang, Shizhuang,Li, Yapeng,Zhao, Mingchao,Ge, Jinyue,Lou, Danjing,Liu, Ziran,Fan, Weiya,Guo, Wenlong,Zheng, Xiaoming,Qian, Qian,Yang, Qingwen,Qiao, Weihua. 2023

[14]Partial Purification, Identification, And Quantitation O.f Antioxidants From Wild R ice (Zizania Latifolia). Chu, MJ, Liu, XM, Yan, N, Wang, FZ, Du, YM, Zhang, ZF. 2018

[15]Conservation and Utilization of Genetic Resources of Wild Rice in China. 杨子怡,,徐志建,,杨庆文,,乔卫华. 2021

[16]Identification And Genetic Analysis Ofqcl1.2, A Novel Allele Of The . 张莉珍, 黄婧芬, 王艳艳, 许睿, 杨子怡, 赵志刚, 刘世佳, 田云璐, 郑晓明, 冯雳,王君瑞, 宋玥, 李嘉琦, 崔永霞, 张丽芳, 程云连,兰进好, 乔卫华,杨庆文. 2020

[17]QTL Mapping of Mesocotyl Elongation and Confirmation of a QTL in Dongxiang Common Wild Rice in China. Huang Q.,Ju C.,Cheng Y.,Cui D.,Han B.,Zhao Z.,Ma X.,Han L.. 2022

[18]Balancing selection and wild gene pool contribute to resistance in global rice germplasm against planthopper. Cong Zhou,Qian Zhang,Yu Chen,Jin Huang,Qin Guo,Yi Li,Wensheng Wang,Yongfu Qiu,Wei Guan,Jing Zhang,Jianping Guo,Shaojie Shi,Di Wu,Xiaohong Zheng,Lingyun Nie,Jiaoyan Tan,Chaomei Huang,Yinhua Ma,Fang Yang,Xiqin Fu,Bo Du,Lili Zhu,Rongzhi Chen,Zhikang Li,Longping Yuan,Guangcun He. 2021

[19]Wild rice: unlocking the future of rice breeding. Zheng, Xiaoming,Peng, Youlin,Qiao, Jiyue,Henry, Robert,Qian, Qian. 2024

[20]Genetic resource utilization in wild rice species: Genomes and gene bank. Xiaoxi Cai,Wenchuang He,Qian Qian,Lianguang Shang. 2025

作者其他论文 更多>>