基于深度学习的大豆豆荚类别识别研究

闫壮壮, 闫学慧, 石嘉, 孙凯, 虞江林, 张战国, 胡振邦, 蒋鸿蔚, 辛大伟, 李杨, 齐照明, 刘春燕, 武小霞, 陈庆山, 朱荣胜

Classification of soybean pods using deep learning

Zhuang-Zhuang YAN, Xue-Hui YAN, Jia SHI, Kai SUN, Jiang-Lin YU, Zhan-Guo ZHANG, Zhen-Bang HU, Hong-Wei JIANG, Da-Wei XIN, Yang LI, Zhao-Ming QI, Chun-Yan LIU, Xiao-Xia WU, Qing-Shan CHEN, Rong-Sheng ZHU

表2 十折交叉验证结果

Table 2 10-fold cross-validation results

折次 k-fold 验证准确率 Accuracy 平均损失 Average loss 1-fold 0.9652 0.1574 2-fold 0.9552 0.2024 3-fold 0.9788 0.1779 4-fold 0.9623 0.1307 5-fold 0.9811 0.1523 6-fold 0.9623 0.2104 7-fold 0.9735 0.1903 8-fold 0.9782 0.1531 9-fold 0.9717 0.1658 10-fold 0.9693 0.1675 均值Mean 0.9697 0.1707 标准差Standard deviation 0.0085 0.0234