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

图6 应用Grad-CAM和GBP方法对4种模型在中心纲及羽纹纲硅藻识别上的热图分析 A：中心纲分析结果；B：羽纹纲分析结果。红色像素代表模型高度关注的区域。

Fig. 6 Heat map analysis of pennataes and centricaes identificated with 4 models by Grad-CAM and GBP methods