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

图4 模型准确率和损失图 a: 5种模型搭配Adam训练算法在相同数据集下的验证准确率; b: 5种模型搭配Adam训练算法在相同数据集下的验证损失。

Fig. 4 Model accuracy (Accuracy ) and loss (Loss) diagrams a: the verification accuracy of the five models with the Adam training algorithm under the same data set; b: the verification loss of the five models with the Adam training algorithm under the same data set.