4种深度学习图像分类算法在人工智能硅藻检验中的比较
朱永正, 张吉, 程奇, 于慧潇, 邓恺飞, 张建华, 秦志强, 赵建, 孙俊红, 黄平

Comparison among Four Deep Learning Image Classification Algorithms in AI-based Diatom Test
Yong-zheng ZHU, Ji ZHANG, Qi CHENG, Hui-xiao YU, Kai-fei DENG, Jian-hua ZHANG, Zhi-qiang QIN, Jian ZHAO, Jun-hong SUN, Ping HUANG
表1 4种模型的最优模型性能指标
Tab. 1 Optimal performance of four models
最优模型训练集验证集迭代次数
准确率/%损失函数值准确率/%损失函数值
VGG1699.990.00196.250.07489
ResNet5099.990.00194.000.14370
InceptionV399.770.01298.910.04245
Inception-ResNet-V299.650.04397.500.17646