最近跟课程,学车牌识别,反复调整参数,争取一个比较好的正确率。目前有两个模型。
1.CNN
定义网络
class MyLeNet(fluid.dygraph.Layer):
def __init__(self):
super(MyLeNet,self).__init__()
self.hidden1_1 = Conv2D(1,50,5,1)
self.hidden1_2 = Pool2D(pool_size=2,pool_type='max',pool_stride=1)
self.hidden2_1 = Conv2D(50,32,3,1)
self.hidden2_2 = Pool2D(pool_size=2,pool_type='max',pool_stride=1)
self.hidden3 = Conv2D(32,120,3,1)
self.hidden4 = Linear(120*10*10,65,act='softmax')
def forward(self,input):
x = self.hidden1_1(input)
# print(x.shape)
x = self.hidden1_2(x)
# print(x.shape)
x = self.hidden2_1(x)
# print(x.shape)
x = self.hidden2_2(x)
# print(x.shape)
x = self.hidden3(x)
# print(x.shape)
x = fluid.layers.reshape(x, shape=[-1, 120*10*10])
y = self.hidden4(x)
return y
训练下来准确率0.9378639
2.DNN
#Linear测试定义网络
class MyLeNet(fluid.dygraph.Layer):
def __init__(self):
super(MyLeNet,self).__init__()
self.hidden1 = Linear(20,20, act='relu')
self.hidden2 = Linear(20,20, act='relu')
self.hidden3 = Linear(20,20, act='relu')
# 输出层,全连接层,输出大小为10,对应结果的十个类别,激活函数为softmax
self.hidden4 = Linear(1*20*20, 65 ,act='softmax')
def forward(self,input):
x=self.hidden1(input)
x=self.hidden2(x)
x=self.hidden3(x)
x=fluid.layers.reshape(x,shape=[-1, 1*20*20])
y=self.hidden4(x)
return y
准确率0.9646205
看起来DNN准确率高,估计效率不高。
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