关于jquery:卷积神经网络CNN学习1

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卷积神经网络 CNN- 学习 1

十年磨一剑,霜刃未曾试。

简介:卷积神经网络 CNN 学习。

CNN 中文视频学习链接:卷积神经网络工作原理视频 - 中文版

CNN 英语原文学习链接:卷积神经网络工作原理视频 - 英文版

一、定义

卷积神经网络(Convolutional Neural Networks)是一种深度学习模型或相似于人工神经网络的多层感知器,罕用来剖析视觉图像。其创始人 Yann LeCun 是第一个通过卷积神经网络在 MNIST 数据集上解决手写数字问题的人。

二、CNN 灵感起源?

人类的视觉原理如下:从原始信号摄入开始(瞳孔摄入像素 Pixels),接着做初步解决(大脑皮层某些细胞发现边缘和方向),而后形象(大脑断定,眼前的物体的形态,是圆形的),而后进一步形象(大脑进一步断定该物体是只气球)。

人脑进行人脸识别示例

对于不同的物体,人类视觉也是通过这样逐层分级,来进行如下认知的。

人类视觉 辨认示例**

在最底层特色基本上是相似的,就是各种边缘,越往上,越能提取出此类物体的一些特色(轮子、眼睛、躯干等),到最上层,不同的高级特色最终组合成相应的图像,从而可能让人类精确的辨别不同的物体。于是便模拟人类大脑的这个特点,结构多层的神经网络,较低层的辨认高级的图像特色,若干底层特色组成更上一层特色,最终通过多个层级的组合,最终在顶层做出分类。

三、卷积神经网络解决了什么?

概括来说就是保留图像特色,参数降维,简单参数简单化。

图像像素 RGB

家喻户晓,图像是由像素形成的,每个像素又是由色彩形成的。当初随随便便一张图片都是 1000×1000 像素以上的,每个像素都有 RGB 3 个参数来示意色彩信息。

如果咱们解决一张 1000×1000 像素的图片,咱们就须要解决 3 百万个参数!1000×1000×3=3,000,000

这么大量的数据处理起来是十分耗费资源的,卷积神经网络 – CNN 解决的第一个问题就是「将简单问题简化」,把大量参数降维成大量参数,再做解决。

更重要的是:咱们在大部分场景下,降维并不会影响后果。比方 1000 像素的图片缩小成 200 像素,并不影响肉眼认出来图片中是一只猫还是一只狗,机器也是如此。

图片数字化的传统形式

图像简略数字化无奈保留图像特色,如上图如果有圆形是 1,没有圆形是 0,那么圆形的地位不同就会产生齐全不同的数据表白。然而从视觉的角度来看,图像的内容(实质)并没有发生变化,只是地位产生了变动。所以当咱们挪动图像中的物体,用传统的形式的得进去的参数会差别很大!这是不合乎图像处理的要求的。而 CNN 解决了这个问题,他用相似视觉的形式【模拟人类大脑视觉原理,结构多层的神经网络,较低层的辨认高级的图像特色,若干底层特色组成更上一层特色,最终通过多个层级的组合,最终在顶层做出分类】保留了图像的特色,当图像做翻转,旋转或者变换位置时,它也能无效的辨认进去是相似的图像。

四、卷积神经网络的架构

典型的 CNN 由卷积层、池化层、全连贯层 3 个局部形成:

典型 CNN 组成部分

更为欠缺的也有分为如下五个层级构造:

1、数据输出层:Input layer

2、卷积计算层:CONV layer

3、ReLU 激励层:ReLU layer

4、池化层:Pooling layer

5、全连贯层:FC layer

五、数据输出层

数据输出层次要是对原始图形数据进行数据预处理,包含去均值、归一化、PCA/ 白化。

去均值:

把输出数据各个维度都核心化为 0,如下图所示,其目标就是把样本的核心拉回到坐标系原点上。

归一化:

幅度归一化到同样的范畴,如下所示,即缩小各维度数据取值范畴的差别而带来的烦扰,比方,咱们有两个维度的特色 A 和 B,A 范畴是 0 到 10,而 B 范畴是 0 到 10000,如果间接应用这两个特色是有问题的,好的做法就是归一化,即 A 和 B 的数据都变为 0 到 1 的范畴。

PCA/ 白化:

用 PCA 降维度,白化是对数据各个特色轴上的幅度归一化。

去均值 & 归一化效果图

去相干与白化效果图

六、卷积计算层

卷积层有两个重要的操作,一个是部分关联,每个神经元看做一个滤波器 filter;另一个是窗口滑动,filter 对部分数据计算。

卷积层的运算过程如下图,用一个卷积核扫残缺张图片:

卷积层动静运算图

卷积层的运算过程,能够当做应用一个过滤器 (卷积核) 来过滤图像的各个小区域,从而失去这些小区域的特征值,即卷积层通过卷积核的过滤提取出图片中部分的特色。

卷积层运算图

卷积层计算过程动图

七、激励层

激励层是把卷积层输入后果做非线性映射。CNN 采纳的激励函数个别为 ReLU(The Rectified Linear Unit/ 修改线性单元)。

八、池化层

池化层在间断的卷积层两头,其用于压缩数据和参数的量,缩小过拟合。最重要的作用就是放弃个性不变,压缩图像,升高数据维度。

      池化层用的办法有 Max pooling 和 average pooling,而理论用的较多的是 Max pooling。Max pooling 思维:对于每个 2 2 的窗口选出最大的数作为输入矩阵的相应元素的值,比方输出矩阵第一个 2 2 窗口中最大的数是 6,那么输入矩阵的第一个元素就是 6,如此类推,放弃特色不变地升高维度。

Max pooling 图

动静池化图

咱们能够看到动静池化图中,原始图片 是 20×20 的,咱们对其进行下采样,采样窗口 为 10×10,最终将其下采样成为一个 2×2 大小的 特色图

九、全连贯层

全连贯层在卷积神经网络尾部,该层负责输入后果,是最初一步。其跟传统的神经网络神经元的连贯形式一样。

全连贯层连贯形式

十、CNN 理论利用场景

图像分类 / 检索、指标定位检测、指标宰割、人脸识别、骨骼辨认等。

CNN 人脸识别

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