[train hyper-parameters: Namespace(batch_size=16, lr=0.001, lrf=0.01)]
[epoch: 1]
train loss:0.0352 test accuracy:0.9641
[epoch: 2]
train loss:0.0076 test accuracy:0.9820
[epoch: 3]
train loss:0.0034 test accuracy:0.9880
[epoch: 4]
train loss:0.0012 test accuracy:0.9671
[epoch: 5]
train loss:0.0020 test accuracy:0.9910
[epoch: 6]
train loss:0.0004 test accuracy:0.9940
[epoch: 7]
train loss:0.0001 test accuracy:0.9940
[epoch: 8]
train loss:0.0001 test accuracy:0.9970
[epoch: 9]
train loss:0.0001 test accuracy:0.9970
[epoch: 10]
train loss:0.0001 test accuracy:0.9970
没有合适的资源?快使用搜索试试~ 我知道了~
温馨提示
【基于VGG16网络对5种常见水果图像分类数据集的迁移学习项目】 【包含代码、数据集和训练好的权重文件,可直接运行】 项目总大小:923MB 本数据集分为以下5类:苹果、香蕉、葡萄、橙子和梨 下载解压后的图像目录:训练集(1350张图片)、和测试集(334张图片) data-train 训练集-每个子文件夹放同类别的图像,文件夹名为分类类别 data-test 测试集-每个子文件夹放同类别的图像,文件夹名为分类类别 【项目介绍,vgg16的参数量为6822,0761】 网络训练的时候采用cos 学习率自动衰减,训练了10个epoch。模型在测试集最好的表现达到99.7%精度,加大epoch可以增加精度。在run_results 目录下存有最好的权重文件,以及训练日志和loss、精度曲线等等 预测的时候,只需要运行predict即可,代码会自动将inference下所有图片推理,并取前三个概率最大类别的绘制在左上角 【训练自己的数据参考readme文件,不需要更改参数,只需要摆放好数据集即可。超参数代码会自动生成,例如分类类别个数等等】
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