Adaptive Moment Estimator (Adam) Optimizer in ITK v3
Ajani B., Bharadwaj A.
Samsung Research Institute, Bangalore
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Please use this identifier to cite or link to this publication: http://hdl.handle.net/10380/3600
Published in The Insight Journal - 2019 January-December.
Submitted by Bhavya Ajani on 06-28-2019.
This document describes an ITK class implementing an Adaptive Moment Estimator (Adam) optimizer algorithm within the Insight Toolkit ITK www.itk.org. Adam is an adaptive gradient descent optimizer, which independently adaptively estimates the gradient descent step for each parameter, at each iteration, based on stored past gradients. The optimizer stores exponentially decaying averages of past gradients to estimate first moment (the mean) and the second moment (the variance) of the gradients to formulate update rule for present iteration. The Adam optimizer compares favorably to other adaptive learning-method algorithms, converges faster, and is robust to saddle point. This paper is accompanied with the source code, input data, parameters and output data that the authors used for validating the algorithm described in this paper.
Data
minus 2 Datasets (629b)
Code
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Quick Comments
Comment by Ibraheem Al-dhamari yellow
To the Admin: Please remove all these scams comments.

I tested the code above. The code compiled in ITK 5 after fixing 3 bugs see bellow. I could not read the sample images. It seems from their sizes they are broken. The code works with other images but the optimiser does not converge. I will do more testing using different transforms and metrics.

There are bugs in the testing file:


std::string imgFPath ="../data/FixedImage.mhd";
std::string imgMPath ="../data/MovingImage.mhd";
double b1Par = 0.9 ;
double b2Par = 0.99 ;
double stepSize = 0.1 ;
double numItr = 100 ;

if (argc 7) {
std::cerr "You must supply a fixed image and a moving image for registration" std::endl;
std::cout"using default parameters ....." std::endl;
//return EXIT_FAILURE;
}else{
std::cout"using user argumnets....." std::endl;
imgFPath = argv[1] ;
imgMPath = argv[2] ;
b1Par = atof(argv[3]) ;
b2Par = atof(argv[4]) ;
stepSize = atof(argv[5]) ;
numItr = atof(argv[6]) ;
}
ImageType::Pointer fixedImage ;//= NULL;
// Read the fixed image file
ReaderType::Pointer fixedImageReader = ReaderType::New();

fixedImageReader-SetFileName(imgFPath);

try
{
fixedImageReader-UpdateLargestPossibleRegion();
fixedImage = fixedImageReader-GetOutput();
}
catch (itk::ExceptionObject& e)
{
std::cerr "Exception detected while reading " imgFPath;
std::cerr " : " e.GetDescription();
return EXIT_FAILURE;
}

ImageType::Pointer movingImage ;//= NULL;

// Read the fixed image file
ReaderType::Pointer movingImageReader = ReaderType::New();

movingImageReader-SetFileName(imgMPath);

try
{
movingImageReader-UpdateLargestPossibleRegion();
movingImage = movingImageReader-GetOutput();
}
catch (itk::ExceptionObject& e)
{
std::cerr "Exception detected while reading " imgMPath;
std::cerr " : " e.GetDescription();
return EXIT_FAILURE;
}
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Categories: Optimization, Registration optimizers
Keywords: Discrete optimization, ADAM
Toolkits: ITK, ITK
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