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车牌识别DNN和CNN方法
JavaRoom 发布于2020-04 浏览:9932 回复:3
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车牌识别DNN和CNN方法
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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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0
#17期末补考不挂科回复于2022-10

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#2honey小爱秀回复于2020-04

欢迎体验百度大脑车牌识别

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