Discussion:
Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Marien Koen
2014-01-31 14:28:29 UTC
Permalink
Hi there


I want to do a study that measures the influence of the size of regions of interest (ROIs) and want to do the following:

1) create multiple (n=10-20) point annotations in images and save them, allowing to go to them when later opening the image again
2) draw circles on these point annotations but in such a way that a point annotation is the centre of the circle
3) remember the radius/area/perimeter of these circles and export them in a structured way

Ideally I can do this on my very big images (Mirax files), but it may also be possible to create some images (.jpg, .bmp, ...) of certain regios in the Mirax file and do the circle drawing on these.


All help and suggestions welcome

Thanks!
Koen



ir. Koen Marien

Imaging Scientist, PhD student

Lab building, 1st floor (campus ZNA Middelheim)

Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17

https://www.uantwerp.be/en/staff/koen-marien/

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ImageJ mailing list: http://imagej.nih.gov/ij/list.html
Michael Schmid
2014-02-03 15:12:50 UTC
Permalink
Hi Koen,

what you can do:

You can save the (multi-) point selection with Save As>Selection or using the ROI Manager. To see how it is done in a macro, use Plugins>Macro>Record.

Load the selection, and write a macro:
getSelectionCoordinates(xpoints, ypoints);
gives you the coordinates. Then make sure the ROI mamager is empty:
roiManager("Delete");
Have a loop, e.g.,
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");

//(mind the line break possibly introduced by the mailer; the waitForUser command should be one line)

With 'Show All' in the Roi Manager, you can click on each selection to make it active, then drag its handles with the SHIFT and CTRL keys down to enlarge it to the desired size. (Mac: shift and cmd keys down). CTRL keeps the center and SHIFT constrains it to a circle.
If you want to have all circles with the same size, this is not necessary, of course.

Finally, have a loop
for (i=0; i<roiManager("count"); i++) {
roiManager("select", i);
getSelectionBounds(x, y, width, height);
//and do whatever you want: measure, print something to the log,
//or whatever.
}
If you just want to measure, you need no loop, just use
roiManager("Multi Measure");

See the description of the macro functions:
http://rsb.info.nih.gov/ij/developer/macro/functions.html

Make sure you update ImageJ to the latest daily build; there was a bug possibly affecting macro recording of saving rois.

Michael
________________________________________________________________
Post by Marien Koen
Hi there
1) create multiple (n=10-20) point annotations in images and save them, allowing to go to them when later opening the image again
2) draw circles on these point annotations but in such a way that a point annotation is the centre of the circle
3) remember the radius/area/perimeter of these circles and export them in a structured way
Ideally I can do this on my very big images (Mirax files), but it may also be possible to create some images (.jpg, .bmp, ...) of certain regios in the Mirax file and do the circle drawing on these.
All help and suggestions welcome
Thanks!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
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ImageJ mailing list: http://imagej.nih.gov/ij/list.html
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Willem Stevens
2014-02-03 15:22:48 UTC
Permalink
Wrong reply adress?
Post by Michael Schmid
Hi Koen,
You can save the (multi-) point selection with Save As>Selection or using
the ROI Manager. To see how it is done in a macro, use Plugins>Macro>Record.
getSelectionCoordinates(xpoints, ypoints);
roiManager("Delete");
Have a loop, e.g.,
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to
enlarge.\nOK when done.");
//(mind the line break possibly introduced by the mailer; the waitForUser
command should be one line)
With 'Show All' in the Roi Manager, you can click on each selection to
make it active, then drag its handles with the SHIFT and CTRL keys down to
enlarge it to the desired size. (Mac: shift and cmd keys down). CTRL keeps
the center and SHIFT constrains it to a circle.
If you want to have all circles with the same size, this is not necessary, of course.
Finally, have a loop
for (i=0; i<roiManager("count"); i++) {
roiManager("select", i);
getSelectionBounds(x, y, width, height);
//and do whatever you want: measure, print something to the log,
//or whatever.
}
If you just want to measure, you need no loop, just use
roiManager("Multi Measure");
http://rsb.info.nih.gov/ij/developer/macro/functions.html
Make sure you update ImageJ to the latest daily build; there was a bug
possibly affecting macro recording of saving rois.
Michael
________________________________________________________________
Post by Marien Koen
Hi there
I want to do a study that measures the influence of the size of regions
1) create multiple (n=10-20) point annotations in images and save them,
allowing to go to them when later opening the image again
Post by Marien Koen
2) draw circles on these point annotations but in such a way that a
point annotation is the centre of the circle
Post by Marien Koen
3) remember the radius/area/perimeter of these circles and export them
in a structured way
Post by Marien Koen
Ideally I can do this on my very big images (Mirax files), but it may
also be possible to create some images (.jpg, .bmp, ...) of certain regios
in the Mirax file and do the circle drawing on these.
Post by Marien Koen
All help and suggestions welcome
Thanks!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
--
ImageJ mailing list: http://imagej.nih.gov/ij/list.html
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Marien Koen
2014-02-04 12:56:41 UTC
Permalink
Thanks Michael! Looks great. I am a total newbie, but I try to work it out!

Best regards
Koen

ir. Koen Marien

Imaging Scientist, PhD student

Lab building, 1st floor (campus ZNA Middelheim)

Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17

https://www.uantwerp.be/en/staff/koen-marien/

________________________________________
Van: ImageJ Interest Group [IMAGEJ-+***@public.gmane.org] namens Michael Schmid [schmid-***@public.gmane.org]
Verzonden: maandag 3 februari 2014 16:12
Aan: IMAGEJ-+***@public.gmane.org
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles

Hi Koen,

what you can do:

You can save the (multi-) point selection with Save As>Selection or using the ROI Manager. To see how it is done in a macro, use Plugins>Macro>Record.

Load the selection, and write a macro:
getSelectionCoordinates(xpoints, ypoints);
gives you the coordinates. Then make sure the ROI mamager is empty:
roiManager("Delete");
Have a loop, e.g.,
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");

//(mind the line break possibly introduced by the mailer; the waitForUser command should be one line)

With 'Show All' in the Roi Manager, you can click on each selection to make it active, then drag its handles with the SHIFT and CTRL keys down to enlarge it to the desired size. (Mac: shift and cmd keys down). CTRL keeps the center and SHIFT constrains it to a circle.
If you want to have all circles with the same size, this is not necessary, of course.

Finally, have a loop
for (i=0; i<roiManager("count"); i++) {
roiManager("select", i);
getSelectionBounds(x, y, width, height);
//and do whatever you want: measure, print something to the log,
//or whatever.
}
If you just want to measure, you need no loop, just use
roiManager("Multi Measure");

See the description of the macro functions:
http://rsb.info.nih.gov/ij/developer/macro/functions.html

Make sure you update ImageJ to the latest daily build; there was a bug possibly affecting macro recording of saving rois.

Michael
________________________________________________________________
Post by Marien Koen
Hi there
1) create multiple (n=10-20) point annotations in images and save them, allowing to go to them when later opening the image again
2) draw circles on these point annotations but in such a way that a point annotation is the centre of the circle
3) remember the radius/area/perimeter of these circles and export them in a structured way
Ideally I can do this on my very big images (Mirax files), but it may also be possible to create some images (.jpg, .bmp, ...) of certain regios in the Mirax file and do the circle drawing on these.
All help and suggestions welcome
Thanks!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
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Marien Koen
2014-03-06 10:58:26 UTC
Permalink
Thanks Michael


However new problems arose:
1) Can I automatically turn 'Labels' in the ROI Manager on? I tried roiManager("Labels"); but this did not do the trick...
2) After enlarging the circles and pressing 'OK', I get the message window 'Clear Outside: This command requires a selection'. Also no correct area measurements were performed. (see attachment). How can I perform correct area measurements of the enlarged circles? And still save these enlarged circles? And do 'Clear Outside'?

The code looks like this now:
roiManager("Reset");

getSelectionCoordinates(xpoints, ypoints);
image = getInfo("image.filename");
length = lengthOf(image)
image = substring(image,1,length-4)
dir = File.directory;

radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}

roiManager("Show All");
//setTool("oval");

waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");

saveAs("Selection", dir+image+".roi");

roiManager("Multi Measure");
saveAs("Results", dir+image+".xls");

setBackgroundColor(255, 255, 255);
run("Clear Outside");

saveAs("BMP", dir+image+"_clear.bmp");

close();


Thank you!

Koen

ir. Koen Marien

Imaging Scientist, PhD student

Lab building, 1st floor (campus ZNA Middelheim)

Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17

https://www.uantwerp.be/en/staff/koen-marien/

________________________________________
Van: Michael Schmid [schmid-***@public.gmane.org]
Verzonden: woensdag 5 maart 2014 18:37
Aan: Marien Koen
CC: Michael Schmid
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles

Hi Koen,

probably it would be better to post to the ImageJ mailing list (I am just a user like many others...)

I can't reproduce your problem in a quick test. I made a multi-point selection (using 'Process>Find Maxima'), saved the roi and (after running the macro) the image as bmp, closed ImageJ, loaded the image got a new image and loaded the .roi again.

I took the following simplified version of the macro (I did not care about directory, etc.)


//in contrast do 'Delete' 'Reset' works also if the Roi Manager is empty
roiManager("Reset");
getSelectionCoordinates(xpoints, ypoints);
//print(lengthOf(xpoints));
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");

The Roi Manager got a nice list, both with the saved .bmp and (in a second attempt) with a new image.

The only problem I noticed: 'Labels' has to be enabled in the Roi Manager; otherwise one can't select the circles with the mouse.

And, as written above, roiManager("Delete") needs a roi or several of them in the Roi Manager to delete. If the ROi Manager is closed or empty, it will cause an error 'The list is empty'.

I am using plain ImageJ 1.48s16, not Fiji.

Michael
________________________________________________________________
Dear Michael
I have tried the code by pasting it into a new macro (Plugins>New>Macro). I did a multi-point selection and ran the macro. It worked!
getSelectionCoordinates(xpoints, ypoints);
image = File.nameWithoutExtension;
dir = File.directory;
roiManager("Delete");
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
saveAs("Selection", dir+image+".roi");
setBackgroundColor(255, 255, 255);
run("Clear Outside");
saveAs("BMP", dir+image+"_clear.bmp");
roiManager("Multi Measure");
saveAs("Results", dir+image+".xls");
close();
But could you help me again?
When I save a multi-point selection, close Fiji and restart it. Open the image and open associated multi-point selection again (.roi). When I run the save macro (Plugins>Macros>Run), it does not work!
I get the window 'Roi Manager': The list is empty., then I press OK, then nothing happens... The ROI Manager is empty, the selection is visible on the image.
I updated my Fiji to the latest version (Help>Update Fiji)
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
________________________________________
Verzonden: dinsdag 4 februari 2014 13:56
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Thanks Michael! Looks great. I am a total newbie, but I try to work it out!
Best regards
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
________________________________________
Verzonden: maandag 3 februari 2014 16:12
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Hi Koen,
You can save the (multi-) point selection with Save As>Selection or using the ROI Manager. To see how it is done in a macro, use Plugins>Macro>Record.
getSelectionCoordinates(xpoints, ypoints);
roiManager("Delete");
Have a loop, e.g.,
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
//(mind the line break possibly introduced by the mailer; the waitForUser command should be one line)
With 'Show All' in the Roi Manager, you can click on each selection to make it active, then drag its handles with the SHIFT and CTRL keys down to enlarge it to the desired size. (Mac: shift and cmd keys down). CTRL keeps the center and SHIFT constrains it to a circle.
If you want to have all circles with the same size, this is not necessary, of course.
Finally, have a loop
for (i=0; i<roiManager("count"); i++) {
roiManager("select", i);
getSelectionBounds(x, y, width, height);
//and do whatever you want: measure, print something to the log,
//or whatever.
}
If you just want to measure, you need no loop, just use
roiManager("Multi Measure");
http://rsb.info.nih.gov/ij/developer/macro/functions.html
Make sure you update ImageJ to the latest daily build; there was a bug possibly affecting macro recording of saving rois.
Michael
________________________________________________________________
Post by Marien Koen
Hi there
1) create multiple (n=10-20) point annotations in images and save them, allowing to go to them when later opening the image again
2) draw circles on these point annotations but in such a way that a point annotation is the centre of the circle
3) remember the radius/area/perimeter of these circles and export them in a structured way
Ideally I can do this on my very big images (Mirax files), but it may also be possible to create some images (.jpg, .bmp, ...) of certain regios in the Mirax file and do the circle drawing on these.
All help and suggestions welcome
Thanks!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
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ImageJ mailing list: http://imagej.nih.gov/ij/list.html
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Michael Schmid
2014-03-06 19:05:21 UTC
Permalink
Hi Koen,
Post by Marien Koen
1) Can I automatically turn 'Labels' in the ROI Manager on?
The documentation says "Show all with labels"
http://rsb.info.nih.gov/ij/developer/macro/functions.html#roiManager
Post by Marien Koen
2) After enlarging the circles and pressing 'OK', I get the message window 'Clear Outside: This command requires a selection'.
If you want to clear everthing not included in *any* roi of the Roi Manager, you have to combine all the rois present in the Roi Manager.
roiManager("Combine");

Michael
________________________________________________________________
Post by Marien Koen
Thanks Michael
1) Can I automatically turn 'Labels' in the ROI Manager on? I tried roiManager("Labels"); but this did not do the trick...
2) After enlarging the circles and pressing 'OK', I get the message window 'Clear Outside: This command requires a selection'. Also no correct area measurements were performed. (see attachment). How can I perform correct area measurements of the enlarged circles? And still save these enlarged circles? And do 'Clear Outside'?
roiManager("Reset");
getSelectionCoordinates(xpoints, ypoints);
image = getInfo("image.filename");
length = lengthOf(image)
image = substring(image,1,length-4)
dir = File.directory;
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
//setTool("oval");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
saveAs("Selection", dir+image+".roi");
roiManager("Multi Measure");
saveAs("Results", dir+image+".xls");
setBackgroundColor(255, 255, 255);
run("Clear Outside");
saveAs("BMP", dir+image+"_clear.bmp");
close();
Thank you!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
________________________________________
Verzonden: woensdag 5 maart 2014 18:37
Aan: Marien Koen
CC: Michael Schmid
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Hi Koen,
probably it would be better to post to the ImageJ mailing list (I am just a user like many others...)
I can't reproduce your problem in a quick test. I made a multi-point selection (using 'Process>Find Maxima'), saved the roi and (after running the macro) the image as bmp, closed ImageJ, loaded the image got a new image and loaded the .roi again.
I took the following simplified version of the macro (I did not care about directory, etc.)
//in contrast do 'Delete' 'Reset' works also if the Roi Manager is empty
roiManager("Reset");
getSelectionCoordinates(xpoints, ypoints);
//print(lengthOf(xpoints));
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
The Roi Manager got a nice list, both with the saved .bmp and (in a second attempt) with a new image.
The only problem I noticed: 'Labels' has to be enabled in the Roi Manager; otherwise one can't select the circles with the mouse.
And, as written above, roiManager("Delete") needs a roi or several of them in the Roi Manager to delete. If the ROi Manager is closed or empty, it will cause an error 'The list is empty'.
I am using plain ImageJ 1.48s16, not Fiji.
Michael
________________________________________________________________
Dear Michael
I have tried the code by pasting it into a new macro (Plugins>New>Macro). I did a multi-point selection and ran the macro. It worked!
getSelectionCoordinates(xpoints, ypoints);
image = File.nameWithoutExtension;
dir = File.directory;
roiManager("Delete");
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
saveAs("Selection", dir+image+".roi");
setBackgroundColor(255, 255, 255);
run("Clear Outside");
saveAs("BMP", dir+image+"_clear.bmp");
roiManager("Multi Measure");
saveAs("Results", dir+image+".xls");
close();
But could you help me again?
When I save a multi-point selection, close Fiji and restart it. Open the image and open associated multi-point selection again (.roi). When I run the save macro (Plugins>Macros>Run), it does not work!
I get the window 'Roi Manager': The list is empty., then I press OK, then nothing happens... The ROI Manager is empty, the selection is visible on the image.
I updated my Fiji to the latest version (Help>Update Fiji)
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
________________________________________
Verzonden: dinsdag 4 februari 2014 13:56
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Thanks Michael! Looks great. I am a total newbie, but I try to work it out!
Best regards
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
________________________________________
Verzonden: maandag 3 februari 2014 16:12
Onderwerp: Re: Draw circles on pre-defined point annotations in an image and measure the area/readius of these circles
Hi Koen,
You can save the (multi-) point selection with Save As>Selection or using the ROI Manager. To see how it is done in a macro, use Plugins>Macro>Record.
getSelectionCoordinates(xpoints, ypoints);
roiManager("Delete");
Have a loop, e.g.,
radius=2;
for (i=0; i<lengthOf(xpoints); i++) {
makeOval(xpoints[i]-radius, ypoints[i]-radius, 2*radius, 2*radius);
roiManager("Add");
}
roiManager("Show All");
waitForUser("Select each circle, then CTRL-SHIFT-drag handles to enlarge.\nOK when done.");
//(mind the line break possibly introduced by the mailer; the waitForUser command should be one line)
With 'Show All' in the Roi Manager, you can click on each selection to make it active, then drag its handles with the SHIFT and CTRL keys down to enlarge it to the desired size. (Mac: shift and cmd keys down). CTRL keeps the center and SHIFT constrains it to a circle.
If you want to have all circles with the same size, this is not necessary, of course.
Finally, have a loop
for (i=0; i<roiManager("count"); i++) {
roiManager("select", i);
getSelectionBounds(x, y, width, height);
//and do whatever you want: measure, print something to the log,
//or whatever.
}
If you just want to measure, you need no loop, just use
roiManager("Multi Measure");
http://rsb.info.nih.gov/ij/developer/macro/functions.html
Make sure you update ImageJ to the latest daily build; there was a bug possibly affecting macro recording of saving rois.
Michael
________________________________________________________________
Post by Marien Koen
Hi there
1) create multiple (n=10-20) point annotations in images and save them, allowing to go to them when later opening the image again
2) draw circles on these point annotations but in such a way that a point annotation is the centre of the circle
3) remember the radius/area/perimeter of these circles and export them in a structured way
Ideally I can do this on my very big images (Mirax files), but it may also be possible to create some images (.jpg, .bmp, ...) of certain regios in the Mirax file and do the circle drawing on these.
All help and suggestions welcome
Thanks!
Koen
ir. Koen Marien
Imaging Scientist, PhD student
Lab building, 1st floor (campus ZNA Middelheim)
Lindendreef 1, 2020 Antwerpen (Belgium) Phone: +32 (0)3 218 19 17
https://www.uantwerp.be/en/staff/koen-marien/
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