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深度学习基础网络实现

系列文章地址：深度学习基础网络实现-csdn

框架：pytorch1.8.1

python：python3.7

网络

细节

模型 LeNet AlexNet VggNet GoogLeNet ResNet
轮数 5 5 5 5 5
精度 0.622 0.800、0.860(加pretrain) 0.911(加pretrain) 0.932(加pretrain) 0.927(加pretrain)
日志 lenet.log alexnet.log、alexnet_pretrain.log vggnet.log googlenet.log resnet.log

参数

  • model: 选择使用的模型（字符串类型，例如：--model lenet）
  • save_feature: 设置是否保存特征图(布尔类型，例如：--save_feature True）

训练

python3 train.py --model lenet

测试

python3 predict.py --model lenet

打印网络参数量

python3 params_print.py --model lenet

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