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How to reproduce image using writeJPEG from the mean of all elements in a nested array in R


convert list to a matrix or array?How can I remove an element from a list?How do I install an R package from source?How to find common elements from multiple vectors?How to make a great R reproducible exampleHow can I remove all objects but one from the workspace in R?How to save a plot as image on the disk?Reproduce table and plot from journalSelect first element of nested listMean of all means of subsets of data differs from overall meanHow to calculate the mean by index of N elements in an array in R






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1















I have a nested array with a complicated structure. This array is a collection of 15 people, each with 11 images taken portraying 11 facial expressions such as wink, happy, etc.



I would like to calculate the mean images of 15 people with their 11 images taken.



enter image description here



The structure of all.faces is:



> str(all.faces)
List of 165
$ : int [1:159, 1:159] 48 50 51 50 50 53 57 55 50 47 ...
$ : int [1:159, 1:159] 159 156 131 130 117 115 122 119 123 129 ...
(... and 163 more...)
[list output truncated]
- attr(*, "dim")= int [1:2] 11 15
- attr(*, "dimnames")=List of 2
..$ : chr [1:11] "centerlight" "glasses" "happy" "leftlight" ...
..$ : NULL


When I tried



myarray <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.faces <- apply(myarray,1:2, mean)
writeJPEG(mean.faces,"MEAN_FACES.jpg")


I got this:



enter image description here



How come? I would assume that I would some sort of image, not a mess of black and white color scheme like this.



Reproducible example



faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
faces.array <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.all.faces <- apply(faces.array,1:2, mean)
writeJPEG(mean.all.faces,"MEAN_FACES.jpg")


What is the best way to approach this situation?



Thanks in advance.










share|improve this question
























  • Your apply would work, except that would require your data to be in an 3d array, not a list.

    – Axeman
    Mar 24 at 19:56











  • @Axeman How can I handle this case with a list?

    – Adam Ralphus
    Mar 24 at 19:57






  • 1





    @AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

    – jay.sf
    Mar 24 at 19:59











  • @jay.sf I updated my post.

    – Adam Ralphus
    Mar 24 at 20:18






  • 1





    Can you share a minimal reproducible example?

    – markus
    Mar 24 at 20:27

















1















I have a nested array with a complicated structure. This array is a collection of 15 people, each with 11 images taken portraying 11 facial expressions such as wink, happy, etc.



I would like to calculate the mean images of 15 people with their 11 images taken.



enter image description here



The structure of all.faces is:



> str(all.faces)
List of 165
$ : int [1:159, 1:159] 48 50 51 50 50 53 57 55 50 47 ...
$ : int [1:159, 1:159] 159 156 131 130 117 115 122 119 123 129 ...
(... and 163 more...)
[list output truncated]
- attr(*, "dim")= int [1:2] 11 15
- attr(*, "dimnames")=List of 2
..$ : chr [1:11] "centerlight" "glasses" "happy" "leftlight" ...
..$ : NULL


When I tried



myarray <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.faces <- apply(myarray,1:2, mean)
writeJPEG(mean.faces,"MEAN_FACES.jpg")


I got this:



enter image description here



How come? I would assume that I would some sort of image, not a mess of black and white color scheme like this.



Reproducible example



faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
faces.array <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.all.faces <- apply(faces.array,1:2, mean)
writeJPEG(mean.all.faces,"MEAN_FACES.jpg")


What is the best way to approach this situation?



Thanks in advance.










share|improve this question
























  • Your apply would work, except that would require your data to be in an 3d array, not a list.

    – Axeman
    Mar 24 at 19:56











  • @Axeman How can I handle this case with a list?

    – Adam Ralphus
    Mar 24 at 19:57






  • 1





    @AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

    – jay.sf
    Mar 24 at 19:59











  • @jay.sf I updated my post.

    – Adam Ralphus
    Mar 24 at 20:18






  • 1





    Can you share a minimal reproducible example?

    – markus
    Mar 24 at 20:27













1












1








1


1






I have a nested array with a complicated structure. This array is a collection of 15 people, each with 11 images taken portraying 11 facial expressions such as wink, happy, etc.



I would like to calculate the mean images of 15 people with their 11 images taken.



enter image description here



The structure of all.faces is:



> str(all.faces)
List of 165
$ : int [1:159, 1:159] 48 50 51 50 50 53 57 55 50 47 ...
$ : int [1:159, 1:159] 159 156 131 130 117 115 122 119 123 129 ...
(... and 163 more...)
[list output truncated]
- attr(*, "dim")= int [1:2] 11 15
- attr(*, "dimnames")=List of 2
..$ : chr [1:11] "centerlight" "glasses" "happy" "leftlight" ...
..$ : NULL


When I tried



myarray <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.faces <- apply(myarray,1:2, mean)
writeJPEG(mean.faces,"MEAN_FACES.jpg")


I got this:



enter image description here



How come? I would assume that I would some sort of image, not a mess of black and white color scheme like this.



Reproducible example



faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
faces.array <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.all.faces <- apply(faces.array,1:2, mean)
writeJPEG(mean.all.faces,"MEAN_FACES.jpg")


What is the best way to approach this situation?



Thanks in advance.










share|improve this question
















I have a nested array with a complicated structure. This array is a collection of 15 people, each with 11 images taken portraying 11 facial expressions such as wink, happy, etc.



I would like to calculate the mean images of 15 people with their 11 images taken.



enter image description here



The structure of all.faces is:



> str(all.faces)
List of 165
$ : int [1:159, 1:159] 48 50 51 50 50 53 57 55 50 47 ...
$ : int [1:159, 1:159] 159 156 131 130 117 115 122 119 123 129 ...
(... and 163 more...)
[list output truncated]
- attr(*, "dim")= int [1:2] 11 15
- attr(*, "dimnames")=List of 2
..$ : chr [1:11] "centerlight" "glasses" "happy" "leftlight" ...
..$ : NULL


When I tried



myarray <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.faces <- apply(myarray,1:2, mean)
writeJPEG(mean.faces,"MEAN_FACES.jpg")


I got this:



enter image description here



How come? I would assume that I would some sort of image, not a mess of black and white color scheme like this.



Reproducible example



faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
faces.array <- array(as.numeric(unlist(faces)), dim=c(159, 159, 15))

mean.all.faces <- apply(faces.array,1:2, mean)
writeJPEG(mean.all.faces,"MEAN_FACES.jpg")


What is the best way to approach this situation?



Thanks in advance.







r computation






share|improve this question















share|improve this question













share|improve this question




share|improve this question








edited Mar 24 at 21:20







Adam Ralphus

















asked Mar 24 at 19:54









Adam RalphusAdam Ralphus

11410




11410












  • Your apply would work, except that would require your data to be in an 3d array, not a list.

    – Axeman
    Mar 24 at 19:56











  • @Axeman How can I handle this case with a list?

    – Adam Ralphus
    Mar 24 at 19:57






  • 1





    @AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

    – jay.sf
    Mar 24 at 19:59











  • @jay.sf I updated my post.

    – Adam Ralphus
    Mar 24 at 20:18






  • 1





    Can you share a minimal reproducible example?

    – markus
    Mar 24 at 20:27

















  • Your apply would work, except that would require your data to be in an 3d array, not a list.

    – Axeman
    Mar 24 at 19:56











  • @Axeman How can I handle this case with a list?

    – Adam Ralphus
    Mar 24 at 19:57






  • 1





    @AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

    – jay.sf
    Mar 24 at 19:59











  • @jay.sf I updated my post.

    – Adam Ralphus
    Mar 24 at 20:18






  • 1





    Can you share a minimal reproducible example?

    – markus
    Mar 24 at 20:27
















Your apply would work, except that would require your data to be in an 3d array, not a list.

– Axeman
Mar 24 at 19:56





Your apply would work, except that would require your data to be in an 3d array, not a list.

– Axeman
Mar 24 at 19:56













@Axeman How can I handle this case with a list?

– Adam Ralphus
Mar 24 at 19:57





@Axeman How can I handle this case with a list?

– Adam Ralphus
Mar 24 at 19:57




1




1





@AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

– jay.sf
Mar 24 at 19:59





@AdamRalphus See if this helps stackoverflow.com/a/37436412/6574038

– jay.sf
Mar 24 at 19:59













@jay.sf I updated my post.

– Adam Ralphus
Mar 24 at 20:18





@jay.sf I updated my post.

– Adam Ralphus
Mar 24 at 20:18




1




1





Can you share a minimal reproducible example?

– markus
Mar 24 at 20:27





Can you share a minimal reproducible example?

– markus
Mar 24 at 20:27












1 Answer
1






active

oldest

votes


















1














Short answer: writeJPEG() needs a matrix of values between 0 and 1. You're giving it the raw data which has values in the range 0-255.



In detail, the example you gave (yalefaces.mat) has dimensions:



> faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
> dim(faces[[1]])
[1] 48 42 2414


so it's actually 2414 faces of size 48x42. We can display one like so:



> image(faces[[1]][,,1])


a face



If you average them (without trying to resize the array, of course):



> mean.all.faces <- apply(faces[[1]], 1:2, mean)
> image(mean.all.faces)


it seems to work fine:



enter image description here



But when you write it out to a JPEG, the following will give garbage:



> writeJPEG(mean.all.faces, "BAD.jpg")


enter image description here



while the following works (though it's a little dark):



> writeJPEG(mean.all.faces/255, "GOOD.jpg")


enter image description here






share|improve this answer























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    1 Answer
    1






    active

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    active

    oldest

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    active

    oldest

    votes









    1














    Short answer: writeJPEG() needs a matrix of values between 0 and 1. You're giving it the raw data which has values in the range 0-255.



    In detail, the example you gave (yalefaces.mat) has dimensions:



    > faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
    > dim(faces[[1]])
    [1] 48 42 2414


    so it's actually 2414 faces of size 48x42. We can display one like so:



    > image(faces[[1]][,,1])


    a face



    If you average them (without trying to resize the array, of course):



    > mean.all.faces <- apply(faces[[1]], 1:2, mean)
    > image(mean.all.faces)


    it seems to work fine:



    enter image description here



    But when you write it out to a JPEG, the following will give garbage:



    > writeJPEG(mean.all.faces, "BAD.jpg")


    enter image description here



    while the following works (though it's a little dark):



    > writeJPEG(mean.all.faces/255, "GOOD.jpg")


    enter image description here






    share|improve this answer



























      1














      Short answer: writeJPEG() needs a matrix of values between 0 and 1. You're giving it the raw data which has values in the range 0-255.



      In detail, the example you gave (yalefaces.mat) has dimensions:



      > faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
      > dim(faces[[1]])
      [1] 48 42 2414


      so it's actually 2414 faces of size 48x42. We can display one like so:



      > image(faces[[1]][,,1])


      a face



      If you average them (without trying to resize the array, of course):



      > mean.all.faces <- apply(faces[[1]], 1:2, mean)
      > image(mean.all.faces)


      it seems to work fine:



      enter image description here



      But when you write it out to a JPEG, the following will give garbage:



      > writeJPEG(mean.all.faces, "BAD.jpg")


      enter image description here



      while the following works (though it's a little dark):



      > writeJPEG(mean.all.faces/255, "GOOD.jpg")


      enter image description here






      share|improve this answer

























        1












        1








        1







        Short answer: writeJPEG() needs a matrix of values between 0 and 1. You're giving it the raw data which has values in the range 0-255.



        In detail, the example you gave (yalefaces.mat) has dimensions:



        > faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
        > dim(faces[[1]])
        [1] 48 42 2414


        so it's actually 2414 faces of size 48x42. We can display one like so:



        > image(faces[[1]][,,1])


        a face



        If you average them (without trying to resize the array, of course):



        > mean.all.faces <- apply(faces[[1]], 1:2, mean)
        > image(mean.all.faces)


        it seems to work fine:



        enter image description here



        But when you write it out to a JPEG, the following will give garbage:



        > writeJPEG(mean.all.faces, "BAD.jpg")


        enter image description here



        while the following works (though it's a little dark):



        > writeJPEG(mean.all.faces/255, "GOOD.jpg")


        enter image description here






        share|improve this answer













        Short answer: writeJPEG() needs a matrix of values between 0 and 1. You're giving it the raw data which has values in the range 0-255.



        In detail, the example you gave (yalefaces.mat) has dimensions:



        > faces <- readMat("https://github.com/angelleng/545dump/blob/master/yalefaces.mat?raw=true")
        > dim(faces[[1]])
        [1] 48 42 2414


        so it's actually 2414 faces of size 48x42. We can display one like so:



        > image(faces[[1]][,,1])


        a face



        If you average them (without trying to resize the array, of course):



        > mean.all.faces <- apply(faces[[1]], 1:2, mean)
        > image(mean.all.faces)


        it seems to work fine:



        enter image description here



        But when you write it out to a JPEG, the following will give garbage:



        > writeJPEG(mean.all.faces, "BAD.jpg")


        enter image description here



        while the following works (though it's a little dark):



        > writeJPEG(mean.all.faces/255, "GOOD.jpg")


        enter image description here







        share|improve this answer












        share|improve this answer



        share|improve this answer










        answered Mar 24 at 21:30









        K. A. BuhrK. A. Buhr

        17.3k21638




        17.3k21638





























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