Giter Club home page Giter Club logo

pca-python's Introduction

基于python的PCA人脸识别算法

结果如下:

具体代码见:Face_Rec.py

当每个人只选择一张图片进行训练时,训练集只有40张,所以这种情况下最多只能降到40维(即主成分为40),故为不失一般性,我只比较了降到10、20、30、40维情况下,每个人选择1-9张图片进行训练的识别准确率,结果如下: image

下面的图像更直观的表现出各维度下,选择不同照片张数的识别准确率。

image image image image image

通过上面的图像我们可以看出:

(1)在降到相同维度下(即相同主成分大小下),每个人选择的照片张数越多,即训练集越多,准确率越高。在每个人选择照片张数大于等于5时,即训练集达到整个样本数据集的一半时,准确率达到90%以上;
(2)在每个人选择照片张数相同情况下,即训练数据集大小相同情况下,降到的维数越高,即主成分越多,准确率越高;
(3)总体上来说,识别准确率整体上呈现上升趋势。随着训练数据集规模的增大而升高,同时也随着主成分大小的增大而增大。

pca-python's People

Contributors

erikfather avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar

pca-python's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.