Prof. Hamid Soltanian-Zadeh Profile

Prof. Hamid Soltanian-Zadeh

Senior Staff Scientist at Henry Ford Health System

SPIE Involvement:

Author

Publications (54)

Proceedings Article | 24 February 2012 Paper

Mesial temporal lobe epilepsy lateralization using SPHARM-based features of hippocampus and SVM

Mohammad Esmaeilzadeh, Hamid Soltanian-Zadeh, Kourosh Jafari-Khouzani

Proceedings Volume 8314, 83144H (2012) https://doi.org/10.1117/12.911740

KEYWORDS: Shape analysis, Epilepsy, Lithium, Brain, Spherical lenses, Image segmentation, 3D modeling, Feature extraction, Chromium, Diagnostics

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Proceedings Article | 24 February 2012 Paper

Discriminating between brain rest and attention states using fMRI connectivity graphs and subtree SVM

Fatemeh Mokhtari, Shahab Bakhtiari, Gholam Ali Hossein-Zadeh, Hamid Soltanian-Zadeh

Proceedings Volume 8314, 83144C (2012) https://doi.org/10.1117/12.911203

KEYWORDS: Brain, Functional magnetic resonance imaging, Cerebellum, Detection and tracking algorithms, Data acquisition, Cerebrum, Computer programming, Pattern recognition, Neuroimaging, Statistical analysis

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Proceedings Article | 13 March 2009 Paper

DTI data modeling for unlimited query support

Mohammad-Reza Siadat, Rafat Hammad, Anil Shetty, Hamid Soltanian-Zadeh, Ishwar Sethi, Ameen Eetemadi, Kost Elisevich

Proceedings Volume 7264, 726415 (2009) https://doi.org/10.1117/12.813748

KEYWORDS: Data modeling, Databases, Diffusion tensor imaging, Image segmentation, Brain, Medical imaging, Neuroimaging, Data fusion, Feature extraction, Image registration

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Proceedings Article | 28 February 2009 Paper

Combinational method for focal brain activation detection using MEG signal

Mehdi Rajabioun, Abbas Babajani-Feremi, Hamid Soltanian-Zadeh

Proceedings Volume 7262, 726220 (2009) https://doi.org/10.1117/12.813876

KEYWORDS: Magnetoencephalography, Signal to noise ratio, Signal detection, Sensors, Iterative methods, Brain activation, Brain, Head, Magnetic resonance imaging, Inverse problems

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Proceedings Article | 28 February 2009 Paper

Variational Bayesian framework for estimating parameters of integrated E/MEG and fMRI model

Abbas Babajani-Feremi, Susan Bowyer, John Moran, Kost Elisevich, Hamid Soltanian-Zadeh

Proceedings Volume 7262, 72621T (2009) https://doi.org/10.1117/12.813840

KEYWORDS: Magnetoencephalography, Functional magnetic resonance imaging, Data modeling, Expectation maximization algorithms, Neuroimaging, Error analysis, Integration, Electroencephalography, Matrices, Signal generators

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Proceedings Article | 28 February 2009 Paper

Multi-area integrated E/MEG and fMRI modeling

Abbas Babajani-Feremi, Susan Bowyer, John Moran, Kost Elisevich, Kenneth Podell, Hamid Soltanian-Zadeh

Proceedings Volume 7262, 72621V (2009) https://doi.org/10.1117/12.813801

KEYWORDS: Functional magnetic resonance imaging, Magnetoencephalography, Electroencephalography, Electron beam melting, Signal generators, Integration, Integrated modeling, Lead, Neuroimaging, Mathematical modeling

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SPIE Journal Paper | 1 October 2007

Partial volume and distribution estimation from multispectral images using continuous representations

Mohammad-Reza Siadat, Hamid Soltanian-Zadeh

JEI, Vol. 16, Issue 04, 043001, (October 2007) https://doi.org/10.1117/12.10.1117/1.2731782

KEYWORDS: Signal to noise ratio, Magnetic resonance imaging, Brain, Optical spheres, Data modeling, 3D modeling, Network on a chip, Visual process modeling, Visualization, Image analysis

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Proceedings Article | 10 March 2006 Paper

Subdural and depth electrode placement in the brain for validation of MEG in partial epilepsy

Mohammad-Reza Siadat, Kost Elisevich, Hamid Soltanian-Zadeh, Kourosh Jafari-Khouzani, Susan Bowyer

Proceedings Volume 6141, 61412A (2006) https://doi.org/10.1117/12.657012

KEYWORDS: Electrodes, Magnetic resonance imaging, Magnetoencephalography, 3D modeling, Brain, Epilepsy, Computed tomography, 3D image processing, Neuroimaging, Data modeling

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Proceedings Article | 29 April 2005 Paper

Tree-structured grading of pathological images of prostate

Reza Farjam, Hamid Soltanian-Zadeh, Reza Zoroofi, Kourosh Jafari-Khouzani

Proceedings Volume 5747, (2005) https://doi.org/10.1117/12.596068

KEYWORDS: Image segmentation, Feature extraction, Prostate, Image processing algorithms and systems, Cancer, Biopsy, Wavelets, Tissues, Image processing, Prostate cancer

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Proceedings Article | 29 April 2005 Paper

Texture analysis of high-resolution FLAIR images for TLE

Kourosh Jafari-Khouzani, Hamid Soltanian-Zadeh, Kost Elisevich

Proceedings Volume 5747, (2005) https://doi.org/10.1117/12.596418

KEYWORDS: Image segmentation, Wavelets, Brain, Feature extraction, Neuroimaging, Magnetic resonance imaging, Wavelet transforms, Epilepsy, Surgery, Electroencephalography

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Proceedings Article | 14 April 2005 Paper

MRI and SPECT fusion for epilepsy lateralization

Kourosh Jafari-Khouzani, Hamid Soltanian-Zadeh, Kost Elisevich

Proceedings Volume 5746, (2005) https://doi.org/10.1117/12.596401

KEYWORDS: Single photon emission computed tomography, Image segmentation, Magnetic resonance imaging, Brain, Feature extraction, Epilepsy, Neuroimaging, Electroencephalography, Image analysis, Gold

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Proceedings Article | 12 May 2004 Paper

ROC-based determination of the number of clusters for fMRI activation detection

Hesamoddin Jahanian, Hamid Soltanian-Zadeh, Gholam Hossein-Zadeh, Mohammad-Reza Siadat

Proceedings Volume 5370, (2004) https://doi.org/10.1117/12.535691

KEYWORDS: Functional magnetic resonance imaging, Brain, Statistical analysis, Computer simulations, Hemodynamics, Data modeling, Receivers, Brain mapping, Statistical modeling, Shape memory alloys

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Proceedings Article | 12 May 2004 Paper

Bayesian landmark identification in medical images

Mohammad-Reza Siadat, Hamid Soltanian-Zadeh, Farshad Fotouhi, Kost Elisevich

Proceedings Volume 5370, (2004) https://doi.org/10.1117/12.535754

KEYWORDS: Statistical analysis, Brain, Image segmentation, Magnetic resonance imaging, Binary data, Medical imaging, Data modeling, Statistical modeling, 3D modeling, Image registration

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This paper presents a generic and unified method to identify a set of anatomical landmarks of interest within the medical image domains. Landmark identification is important as it provides us with: 1) initial information for registration, 2) navigation and retrieval guidance through the image data, 3) initial models for segmentation, and 4) valuable (though rough) information about the organs/structures of interest. The proposed method initially uses a supervised learning procedure and then improves itself based on the Bayes’ theory. The procedure at the first step requires an expert to define a rough roadmap passing through a set of high-contrast landmarks (milestones), and eventually reaching at the structure of interest. The expert is asked to mark the milestones as desired points and a few points around them as undesired points, respectively. Then we estimate Gaussian models for the marked points by which the optimal search area for each desired landmark is determined. The search areas estimated at this step are considered as the segments of the statistical roadmap. An additional set of statistical models along with the above ones are used to form a set of rules to evaluate the points being found during the search procedure. The points that satisfy the rules will be recognized as the landmarks of interest. As the above method is being applied on a set of new patients/cases, a set of valid landmarks of interests becomes available. This new piece of information is then being used to modify the current statistical roadmap based on the Bayes' theory. We have applied the proposed method on T1-weighted brain MRI of 10 epileptic patients to find the landmarks of the hippocampus. In our experiment, six patients formed the training set, and we observed one-step iteration of the Bayesian modification. The method made no false alarms. The overall success rate (average of sensitivity and specificity) of the algorithm was 83.3% with an accuracy of 99.2%. In localizing the hippocampus, the proposed method (with almost perfect results) was 600 times faster than the mutual information registration (with poor and partly wrong results).

Proceedings Article | 30 April 2004 Paper

Novel approach to control false positive rate in fuzzy cluster analysis of fMRI

Hesamoddin Jahanian, Hamid Soltanian-Zadeh, Gholam-Ali Hossein-Zadeh

Proceedings Volume 5369, (2004) https://doi.org/10.1117/12.535324

KEYWORDS: Functional magnetic resonance imaging, Wavelets, Statistical analysis, Fuzzy logic, Feature extraction, Brain, Data modeling, Hemodynamics, Wavelet transforms, Computer simulations

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Proceedings Article | 30 April 2004 Paper

Comparison of 2D and 3D wavelet features for TLE lateralization

Kourosh Jafari-Khouzani, Hamid Soltanian-Zadeh, Kost Elisevich, Suresh Patel

Proceedings Volume 5369, (2004) https://doi.org/10.1117/12.536804

KEYWORDS: Wavelets, Image segmentation, Magnetic resonance imaging, Wavelet transforms, 3D image processing, Brain, Image analysis, Epilepsy, Feature extraction, Surgery

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Proceedings Article | 19 May 2003 Paper

Multimodality medical image database for temporal lobe epilepsy

Mohammad-Reza Siadat, Hamid Soltanian-Zadeh, Farshad Fotouhi, Kost Elisevich

Proceedings Volume 5033, (2003) https://doi.org/10.1117/12.481936

KEYWORDS: Image segmentation, Databases, 3D modeling, Brain, Data modeling, Feature extraction, Epilepsy, Medical imaging, Magnetic resonance imaging, Visualization

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Proceedings Article | 15 May 2003 Paper

Mapping of magnetic field inhomogeneity and removal of its artifact from MR images

Abbas Moghaddam, Hamid Soltanian-Zadeh

Proceedings Volume 5032, (2003) https://doi.org/10.1117/12.480850

KEYWORDS: Magnetism, Magnetic resonance imaging, Finite element methods, Direct methods, Fused deposition modeling, Computer programming, Finite difference methods, Tissues, Image resolution, Associative arrays

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Proceedings Article | 2 May 2003 Paper

Texture analysis of hippocampus for epilepsy

Kourosh Jafari-Khouzani, Mohammad-Reza Siadat, Hamid Soltanian-Zadeh, Kost Elisevich

Proceedings Volume 5031, (2003) https://doi.org/10.1117/12.480697

KEYWORDS: Wavelets, Image segmentation, Epilepsy, Transform theory, Magnetic resonance imaging, Electroencephalography, Wavelet transforms, 3D modeling, Surgery, Brain

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Proceedings Article | 10 January 2003 Paper

Multimedia human brain database system for surgical candidacy determination in temporal lobe epilepsy with content-based image retrieval

Mohammad-Reza Siadat, Hamid Soltanian-Zadeh, Farshad Fotouhi, Kost Elisevich

Proceedings Volume 5021, (2003) https://doi.org/10.1117/12.476296

KEYWORDS: Image segmentation, Databases, 3D modeling, Brain, Data modeling, Feature extraction, Epilepsy, Magnetic resonance imaging, Neuroimaging, Visualization

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Proceedings Article | 9 May 2002 Paper

Multiwavelet grading of prostate pathological images

Hamid Soltanian-Zadeh, Kourosh Jafari-Khouzani

Proceedings Volume 4684, (2002) https://doi.org/10.1117/12.467070

KEYWORDS: Prostate, Signal to noise ratio, Feature extraction, Tissues, Image classification, Image segmentation, Image analysis, Cancer, Error analysis, Wavelets

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Proceedings Article | 9 May 2002 Paper

Information fusion approach for detection of brain structures in MRI

Azad Shademan, Hamid Soltanian-Zadeh

Proceedings Volume 4684, (2002) https://doi.org/10.1117/12.467131

KEYWORDS: Magnetic resonance imaging, Brain, Thalamus, Information fusion, Image segmentation, Image processing, Image fusion, Fuzzy logic, Tissues, Brain mapping

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Proceedings Article | 9 May 2002 Paper

Unsupervised MRI segmentation with spatial connectivity

Mohammad Khalighi, Hamid Soltanian-Zadeh, Caro Lucas

Proceedings Volume 4684, (2002) https://doi.org/10.1117/12.467147

KEYWORDS: Image segmentation, Magnetic resonance imaging, Image processing algorithms and systems, Algorithm development, Tissues, Detection and tracking algorithms, Brain, Fuzzy logic, Neuroimaging, Virtual colonoscopy

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Proceedings Article | 24 April 2002 Paper

fMRI activation detection in wavelet signal subspace

Hamid Soltanian-Zadeh, Gholam-Ali Hossein-Zadeh, Babak Ardekani

Proceedings Volume 4683, (2002) https://doi.org/10.1117/12.463602

KEYWORDS: Functional magnetic resonance imaging, Wavelets, Statistical analysis, Signal detection, Wavelet transforms, Computer simulations, Brain, Magnetic resonance imaging, Brain mapping, Scanners

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Proceedings Article | 3 July 2001 Paper

Shape-based and texture-based feature extraction for classification of microcalcifications in mammograms

Hamid Soltanian-Zadeh, Siamak Pourabdollah-Nezhad, Farshid Rafiee Rad

Proceedings Volume 4322, (2001) https://doi.org/10.1117/12.431100

KEYWORDS: Mammography, Image segmentation, Feature extraction, Binary data, Image classification, Image processing, Biopsy, Feature selection, Matrices, Databases

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Proceedings Article | 3 July 2001 Paper

Fast skeletonization algorithm for 3D elongated objects

Ali Shahrokni, Hamid Soltanian-Zadeh, Reza Zoroofi

Proceedings Volume 4322, (2001) https://doi.org/10.1117/12.431102

KEYWORDS: 3D image processing, Image compression, Distance measurement, Navigation systems, Detection and tracking algorithms, Image processing, Head, Physics, Mathematics, Control systems

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Proceedings Article | 3 July 2001 Paper

Partial volume estimation using continuous representations

Mohammad-Reza Siadat, Hamid Soltanian-Zadeh

Proceedings Volume 4322, (2001) https://doi.org/10.1117/12.430976

KEYWORDS: Magnetic resonance imaging, 3D modeling, Visualization, Optical spheres, Brain, 3D image processing, Convolution, Neuroimaging, Medical imaging, 3D scanning

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Proceedings Article | 3 July 2001 Paper

Knowledge-based deformable surface model with application to segmentation of brain structures in MRI

Amir Ghanei, Hamid Soltanian-Zadeh, Kost Elisevich, Jeffrey Fessler

Proceedings Volume 4322, (2001) https://doi.org/10.1117/12.431106

KEYWORDS: 3D modeling, Magnetic resonance imaging, Brain, Data modeling, Image segmentation, Neuroimaging, Solid modeling, Performance modeling, Medical imaging, Feature extraction

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Proceedings Article | 3 July 2001 Paper

Polynomial transformation for MRI feature extraction

Hamid Soltanian-Zadeh, Mahmood Kharrat, Donald Peck

Proceedings Volume 4322, (2001) https://doi.org/10.1117/12.430991

KEYWORDS: Tissues, Image segmentation, Magnetic resonance imaging, Feature extraction, Brain, 3D image processing, Visualization, Scattering, Prototyping, Image analysis

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Proceedings Article | 30 May 2001 Paper

New 2D ultrasound phased-array design for hyperthermia cancer therapy

Hasan Sharifi, Hamid Soltanian-Zadeh

Proceedings Volume 4325, (2001) https://doi.org/10.1117/12.428227

KEYWORDS: Phased arrays, Ultrasonography, Tumors, Computer simulations, Chemical elements, Cancer, Wave propagation, Microwave radiation, Tissues, Cavitation

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Proceedings Article | 21 May 2001 Paper

Tissue characterization in cerebral ischemia using multiparameter MRI

Hamid Soltanian-Zadeh, Rabih Hammoud, Michael Jacobs, Suresh Patel, Panayiotis Mitsias, Mamatha Pasnoor, Robert Knight, Zhang Zheng, Mei Lu, Michael Chopp

Proceedings Volume 4321, (2001) https://doi.org/10.1117/12.428162

KEYWORDS: Magnetic resonance imaging, Tissues, Image segmentation, Brain, Image analysis, Ischemia, Diffusion weighted imaging, Diffusion, Neuroimaging, Computing systems

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Proceedings Article | 21 May 2001 Paper

Voxel-coding method for quantification of vascular structure from 3D images

Hamid Soltanian-Zadeh, Ali Shahrokni, Reza Zoroofi

Proceedings Volume 4321, (2001) https://doi.org/10.1117/12.428145

KEYWORDS: 3D image processing, Confocal microscopy, Tissues, Visualization, Brain, Medical imaging, Curium, Image processing, Computer simulations, Neuroimaging

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