Is it possible to implement principle component analysis on the function imageDatastore?

2 ビュー (過去 30 日間)
Mohammed Otibi
Mohammed Otibi 2019 年 10 月 4 日
コメント済み: Walter Roberson 2020 年 5 月 29 日
Hi everyone.
I am new user of MATLAB. I am implementing CNN on the data set that I have and I use the bulid function
imds = imageDatastore(fullfile(pwd,'data'),...
'IncludeSubfolders',true,'FileExtensions','.dcm',...
'LabelSource','foldernames');
and I am trying to apply PCA on imds ( dimentinalty reduction ). I notice that there is a function that preformed pca called coeff = pca(imds). However, I recive the following error
Error using pca (line 168)
The value of X must be a numeric array.
Error in cnn (line 34)
coeff = pca(imds)
which means that imds must be numeric array. Please, If someone can help me to solve this problem??.
Many thanks

回答 (1 件)

Walter Roberson
Walter Roberson 2019 年 10 月 4 日
No, you can only apply pca to an image that you have read in from the datastore, not to the whole datastore. You will need a loop.
  2 件のコメント
Prakash Shyam Karuppiah
Prakash Shyam Karuppiah 2020 年 5 月 29 日
Can you please elaborate, I am new user to Matlab ans I need a work around here
Walter Roberson
Walter Roberson 2020 年 5 月 29 日
https://www.mathworks.com/help/matlab/import_export/read-and-analyze-image-files.html shows an example. Notice in particular the loop, and the readimage() call.

サインインしてコメントする。

カテゴリ

Help Center および File ExchangeDimensionality Reduction and Feature Extraction についてさらに検索

タグ

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by