[Insight-users] Failed to allocate memory for image

Luis Ibanez luis.ibanez at kitware.com
Thu Sep 14 10:22:54 EDT 2006


Hi Laurent,


Could you please try the following ?

add the call:


       metric->SetComputeGradient( false );

before invoking Initialize()

It is likely that the filter that computes
the image gradients is demanding too much
memory.

This filter: the GradientRecursiveGaussianImageFilter
uses an internal minipipeline that in 3D has 2
smoothing filters and one derivative filter. The total
process of computing the gradient of your image can
easily allocate six times the original size of the image,
but with float pixels. So, if your images were using
1byte pixel types, then the gradient filter requires
24 times the amount of memory of the input image.
This would be clearly outside of the capability of your
RAM (although... your swap should have helped here...).

This filter is greedy in memory, in order to be fast
in execution. For large images, this may not be a wise
choice. You may have to replace the filter with the
GradientImageFilter.



Please let us know what you find.


    Thanks


       Luis


-------------------
Laurent PAUL wrote:
> Hi Ming, hi Luis,
> 
> Ming seems to have the same problem than mine.
> 
> I register two volumes ~110Mo each, but program crashes, with the same
> exception object.
> I'm sure this registration had ever worked one time with the same computer
> (even with larger volumes)!
> 
> I try adding 'metric->Initialize()' inside a try/catch block.
> First, I added:
> 
>   metric->SetFixedImage ( FixedImage );
>   metric->SetFixedImageRegion(FixedImage->GetLargestPossibleRegion());
>   metric->SetMovingImage( MovingImage );
>   metric->SetTransform(transform);
>   metric->SetInterpolator(  interpolator  );
> 
> because itkMeanSquaresImageToImageMetric was complaining.
> 
> Then I caught an exception, the same than I had before:
> ------------------------------------------------------
> itk::ExceptionObject (0117F854)
> Location: "unknown"
> File:
> C:\lib\ITK\InsightToolkit-2.8.1\Code\Common\itkImportImageContainer.txx
> Line: 188
> Description: Failed to allocate memory for image.
> -------------------------------------------------------
> 
> Like Ming, I got lot more memory than needed (2Go).
> I monitored its use with task manager:
> 
> up to 1100Mo total memory usage ( 800 Mo for registration program) after
> reading both fixed and moving volumes.
> It goes down to 770 Mo total usage (470 Mo for registration) after
> destruction of intermediate filters (casters).
> 
> At this point, program crashes with error message doing metric->Initialize().
> 
> I compared MeanSquaresImageToImageMetric and itkImportImageContainer.txx
> in both distribution, ITK 2.6 and ITK 2.8.1, they are identical except a
> #include "itkImportImageContainer.h".
> 
> Is there any changes in code which produce this behavior?
> Is there any windows limitation about memory usage for one application?
> 
> Let me know if you want more details.
> 
> Thanks,
> 
> Laurent.
> 
> 
> 
> 
> 
> 
> Hi Ming,
> 
> Thanks for providing the answers to our questions.
> 
>  From the additional information that you posted, it
> seems that the main suspect may be the computation
> of the gradient image that is performed during the
> initialization of the ImageMetric.
> 
> 
> Please add a call:
> 
>       metric->Initialize()
> 
> just before you call
> 
>        registrationMethod->StartRegistration()
> 
> and put a try/catch() block aroung the metric->Initialize()
> call, along with a very unique message in the catch block.
> 
> Then rerun your registration.
> 
> In this way we should be able to identify if the problem
> happens during the initialization of Metric.
> 
> 
> Please let us know what you find.
> 
> 
> 
>     Thanks
> 
> 
> 
>       Luis
> 
> 
> -------------------
> Ming Chao wrote:
> 
>>Hi Luis,
>>
>>Sorry for my late response. Please see the following for your questions.
>>
>>
>>What tool did you used for monitoring the memory usage ?
>>
>>The tool I used is just the Windows Task Manager.
>>
>>What was the memory usage for the entire machine ?
>>(you only reported the usage for the registration application).
>>
>>I don't remember the exact number, but I do know that the registration 
> 
> application had the largest consumption of memory.  I am sure the total 
> memory usage did not exceed the allowed memory.
> 
>>Do you have other applications running at the same time that
>>your are running the registration application ?
>>
>>No.
>>
>>In Windows 32 bits, a process can only access 2Gb of contiguous
>>RAM.
>>
>>What Image Metric are you using ?
>>(e.g. is it one of the metrics that computes the image gradient?)
>>
>>Normalized Cross Correlation.
>>
>>What other ITK and/or VTK filter do you have in that pipeline.
>>
>>I did not have any other filters.
>>
>>At what point in the execution of your program do you get this
>>message ?
>>
>>Before the first iteration during the registration which is actually a 
> 
> rigid one.
> 
>>Have the registration started ?
>>
>>Yes.
>>
>>Do you got some optimization iterations ?
>>
>>No.
>>
>>It is very likely that you are actually using most of those
>>2Gb of data, and may have to release memory as your appllication
> 
> progresses with its pipeline.
> 
>>I am not sure what you meant here. Why do you say that I used most of 
> 
> the 2GB data? How can I release memory?
> 
>>I want to repeat that my registration is actually very simple one, ie, 
> 
> rigid registration. I don't have any intermediate filters. Hope my 
> answers to your questions help to debug the problem.
> 
>>Thanks,
>>Ming
>>
>>
>>
>>--------------------
>>Ming Chao wrote:
>> > Hi,
>> >
>> > I know this question has been asked many times, but it's still not
> 
> clear
> 
>> > to me how to solve it. I try to register two images which are ~70mb
> 
> each
> 
>> > (512X512X136). I got the the following error:
>> >
>> > ===================================
>> > ExceptionObject caught !
>> >
>> > itk::ExceptionObject (0129FB70)
>> > Location: "unknown"
>> > File: C:
>>\ITK\InsightToolkit-2.8.1\Code\Common\itkImportImageContainer.txx
>> > Line: 188
>> > Description: Failed to allocate memory for image.
>> >
>> > ===================================
>> >
>> > I am using ITK 2.8.1, VTK 5.01, VC++ 6.0. The operating system is
> 
> Windows XP professional edition (32 bits) with Xeon CPU 3.6GHz and
> 3.0
> 
>> > GB memory. I monitored the memory usage and found that only 280 MB
> 
> used
> 
>> > for the registration process which is nothing unreasonable. What is
> 
> wrong here? How to solve the problem. I know if I filtered the image
> by
> 
>> > 2X2, then it would be fine, but I would still like to keep the image
> 
> as
> 
>> > it is.
>> >
>> > Thanks for any hints,
>> > Ming
>> >
>> >
>> >
>> > ------------------------------------------------------------------------
>> >
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>>
> 
> 
> 
> 
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