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Position:
Full Professor Head of Department

Research teams:
Struktury i metody uczenia sieci neuronowych

Prof. PhD DSc Eng Robert Cierniak

Papers (55)

2020 (3)

A practical statistical approach to the reconstruction problem using a single slice rebinning method
Robert Cierniak and Piotr Pluta and Andrzej Kaźmierczak, A practical statistical approach to the reconstruction problem using a single slice rebinning method, 2020, Cites: 1
Fast iterative image reconstruction method for emission tomography
Robert Cierniak, Fast iterative image reconstruction method for emission tomography, 2020, Cites: 0
Statistical Iterative Reconstruction Algorithm Based on a Continuous-to-Continuous Model Formulated for Spiral Cone-Beam CT
Robert Cierniak and Piotr Pluta, Statistical Iterative Reconstruction Algorithm Based on a Continuous-to-Continuous Model Formulated for Spiral Cone-Beam CT, Springer, Cham, 613-620, 2020, Cites: 0

2019 (3)

Iterative Statistical Reconstruction Algorithm Based on CC Data Model with the Direct Use of Projections Performed in Spiral Cone-Beam CT Scanners
Robert Cierniak and Piotr Pluta, Iterative Statistical Reconstruction Algorithm Based on CC Data Model with the Direct Use of Projections Performed in Spiral Cone-Beam CT Scanners, Springer, Cham, 56-66, 2019, Cites: 0
Realizations of the Statistical Reconstruction Method Based on the Continuous-to-Continuous Data Model
Robert Cierniak and Jarosław Bilski and Piotr Pluta and Zbigniew Filutowicz, Realizations of the Statistical Reconstruction Method Based on the Continuous-to-Continuous Data Model, Springer, Cham, 149-156, 2019, Cites: 0
EM-ML algorithm based on continuous-to-continuous model for PET
Robert Cierniak and Piotr Dobosz and Andrzej Grzybowski, EM-ML algorithm based on continuous-to-continuous model for PET, International Society for Optics and Photonics, 1107236, 2019, Cites: 0

2018 (2)

Analytical Realization of the EM Algorithm for Emission Positron Tomography
Robert Cierniak and Piotr Dobosz and Piotr Pluta and Zbigniew Filutowicz, Analytical Realization of the EM Algorithm for Emission Positron Tomography, Springer, Cham, 127-136, 2018, Cites: 0
Correction to: Analytical Realization of the EM Algorithm for Emission Positron Tomography
Robert Cierniak and Piotr Dobosz and Piotr Pluta and Zbigniew Filutowicz, Correction to: Analytical Realization of the EM Algorithm for Emission Positron Tomography, Springer, Cham, C1-C1, 2018, Cites: 0

2017 (1)

Parallel realizations of the iterative statistical reconstruction algorithm for 3D computed tomography
Robert Cierniak and Jarosław Bilski and Jacek Smola̧g and Piotr Pluta and Nimit Shah, Parallel realizations of the iterative statistical reconstruction algorithm for 3D computed tomography, Springer, Cham, 473-484, 2017, Cites: 1

2016 (4)

Analytical Statistical Approach for Fan-Beam Scanners
Robert Cierniak, Analytical Statistical Approach for Fan-Beam Scanners, Springer, Cham, 231-243, 2016, Cites: 0
Fast iterative image reconstruction method for 3D computed tomography
Robert Cierniak, Fast iterative image reconstruction method for 3D computed tomography, 2016, Cites: 3
Regularization Methods for the Analytical Statistical Reconstruction Problem in Medical Computed Tomography
Robert Cierniak and Anna Lorent and Piotr Pluta and Nimit Shah, Regularization Methods for the Analytical Statistical Reconstruction Problem in Medical Computed Tomography, Springer, Cham, 147-158, 2016, Cites: 0
Comparison of algebraic and analytical approaches to the formulation of the statistical model-based reconstruction problem for X-ray computed tomography
Robert Cierniak and Anna Lorent, Comparison of algebraic and analytical approaches to the formulation of the statistical model-based reconstruction problem for X-ray computed tomography, Pergamon, 19-27, 2016, Cites: 5

2015 (2)

Computed tomography images denoising with Markov Random Field model parametrized by Prewitt mask
Michał Knas and Robert Cierniak, Computed tomography images denoising with Markov Random Field model parametrized by Prewitt mask, Springer, Cham, 53-58, 2015, Cites: 4
An Edge Detection Using 2D Gaussian Function in Computed Tomography
Michal Knas and Robert Cierniak and Olga Rebrova, An Edge Detection Using 2D Gaussian Function in Computed Tomography, Springer, Cham, 586-593, 2015, Cites: 0

2014 (7)

An analytical iterative statistical algorithm for image reconstruction from projections
Robert Cierniak, An analytical iterative statistical algorithm for image reconstruction from projections, 2014, Cites: 13
A New Image Reconstruction from Projections Algorithm
Anna Lorent and Robert Cierniak and Piotr Dobosz and Olga Rebrova, A New Image Reconstruction from Projections Algorithm, Springer, Cham, 725-732, 2014, Cites: 1
Ultrafast iterative model-based statistical 3D reconstruction algorithm for x-ray computed tomography
Robert Cierniak and Michal Knas, Ultrafast iterative model-based statistical 3D reconstruction algorithm for x-ray computed tomography, Springer, Cham, 187-196, 2014, Cites: 2
A Modification of the Parallel Spline Interpolation Algorithms
Michał Knas and Robert Cierniak, A Modification of the Parallel Spline Interpolation Algorithms, Springer, Heidelberg, 185-190, 2014, Cites: 0
Using of EM Algorithm to Image Reconstruction Problem with Tomography Noises
Piotr Dobosz and Robert Cierniak, Using of EM Algorithm to Image Reconstruction Problem with Tomography Noises, Springer, Heidelberg, 37-43, 2014, Cites: 1
Regularized image reconstruction from projections method
Anna Lorent and Robert Cierniak, Regularized image reconstruction from projections method, IEEE, 82-86, 2014, Cites: 3
Video compression algorithm based on neural network structures
Michal Knop and Robert Cierniak and Nimit Shah, Video compression algorithm based on neural network structures, Springer, Cham, 715-724, 2014, Cites: 8

2013 (1)

Video compression algorithm based on neural networks
Robert Cierniak and Michal Knop, Video compression algorithm based on neural networks, Springer, Berlin, Heidelberg, 524-531, 2013, Cites: 7

2012 (1)

A neuronal approach to the statistical image reconstruction from projections problem
Robert Cierniak and Anna Lorent, A neuronal approach to the statistical image reconstruction from projections problem, Springer, Berlin, Heidelberg, 344-353, 2012, Cites: 2

2011 (12)

The Physics of Data Acquisition
Robert Cierniak, The Physics of Data Acquisition, Springer, London, 63-81, 2011, Cites: 0
An analytical statistical approach to the 3D reconstruction problem
Robert Cierniak, An analytical statistical approach to the 3D reconstruction problem, 2011, Cites: 2
Algebraic reconstruction techniques
Robert Cierniak, Algebraic reconstruction techniques, Springer, London, 233-265, 2011, Cites: 1
Spiral Tomography
Robert Cierniak, Spiral Tomography, Springer, London, 149-231, 2011, Cites: 0
Technical Concepts of X-ray Computed Tomography Scanners
Robert Cierniak, Technical Concepts of X-ray Computed Tomography Scanners, Springer, London, 21-62, 2011, Cites: 1
Some words about the history of computed tomography
Robert Cierniak, Some words about the history of computed tomography, Springer, London, 7-19, 2011, Cites: 13
Neural network algorithm for image reconstruction using the “grid-friendly” projections
Robert Cierniak, Neural network algorithm for image reconstruction using the “grid-friendly” projections, Springer Netherlands, 375, 2011, Cites: 7
Reconstruction from Fan-beam Projections
Robert Cierniak, Reconstruction from Fan-beam Projections, Springer, London, 127-147, 2011, Cites: 0
X-ray computed tomography in biomedical engineering
Robert Cierniak, X-ray computed tomography in biomedical engineering, Springer Science & Business Media, 2011, Cites: 163
Evaluation of CT Devices
Robert Cierniak, Evaluation of CT Devices, Springer, London, 267-279, 2011, Cites: 0
Computer-Generated Projections for Simulations
Robert Cierniak, Computer-Generated Projections for Simulations, Springer, London, 281-295, 2011, Cites: 0
Reconstruction from Parallel-beam Projections
Robert Cierniak, Reconstruction from Parallel-beam Projections, Springer, London, 83-125, 2011, Cites: 3

2010 (4)

A neural network optimization-based method of image reconstruction from projections
Robert Cierniak, A neural network optimization-based method of image reconstruction from projections, Springer, Berlin, Heidelberg, 241-250, 2010, Cites: 3
A Statistical Tailored Image Reconstruction from Projections Method
Robert Cierniak, A Statistical Tailored Image Reconstruction from Projections Method, Springer, Berlin, Heidelberg, 181-190, 2010, Cites: 1
A statistical appraoch to image reconstruction from projections problem using recurrent neural network
Robert Cierniak, A statistical appraoch to image reconstruction from projections problem using recurrent neural network, Springer, Berlin, Heidelberg, 138-141, 2010, Cites: 4
A three-dimentional neural network based approach to the image reconstruction from projections problem
Robert Cierniak, A three-dimentional neural network based approach to the image reconstruction from projections problem, Springer, Berlin, Heidelberg, 505-514, 2010, Cites: 15

2009 (2)

A NEURAL NETWORK METHOD OF IMAGE RECONSTRUCTION FROM PROJECTIONS USING GRID-” FRIENDLY” PROJECTION ANGLES
Robert Cierniak, A NEURAL NETWORK METHOD OF IMAGE RECONSTRUCTION FROM PROJECTIONS USING GRID-” FRIENDLY” PROJECTION ANGLES, 51-58, 2009, Cites: 0
New neural network algorithm for image reconstruction from fan-beam projections
Robert Cierniak, New neural network algorithm for image reconstruction from fan-beam projections, Elsevier, 3238-3244, 2009, Cites: 49

2008 (3)

A 2D approach to tomographic image reconstruction using a Hopfield-type neural network
Robert Cierniak, A 2D approach to tomographic image reconstruction using a Hopfield-type neural network, Elsevier, 113-125, 2008, Cites: 35
A New Approach to Image Reconstruction from Projections Using a Recurrent Neural Network.
Robert Cierniak, A New Approach to Image Reconstruction from Projections Using a Recurrent Neural Network., 2008, Cites: 41
A novel approach to image reconstruction problem from fan-beam projections using recurrent neural network
Robert Cierniak, A novel approach to image reconstruction problem from fan-beam projections using recurrent neural network, Springer, Berlin, Heidelberg, 752-761, 2008, Cites: 13

2006 (1)

A novel approach to image reconstruction from discrete projections using hopfield-type neural network
Robert Cierniak, A novel approach to image reconstruction from discrete projections using hopfield-type neural network, Springer, Berlin, Heidelberg, 890-898, 2006, Cites: 11

2005 (2)

Tomografia komputerowa: budowa urządzeń CT: algorytmy rekonstrukcyjne
Robert Cierniak, Tomografia komputerowa: budowa urządzeń CT: algorytmy rekonstrukcyjne, Akademicka Oficyna Wydawnicza EXIT, 2005, Cites: 33
Computed tomography
R Cierniak, Computed tomography, 2005, Cites: 20

2004 (1)

An image compression algorithm based on neural networks
Robert Cierniak, An image compression algorithm based on neural networks, Springer, Berlin, Heidelberg, 706-711, 2004, Cites: 13

2003 (3)

A Systolic Realisation of the Neuro-Tomograph
Robert Cierniak and Jacek Smoląg, A Systolic Realisation of the Neuro-Tomograph, Physica, Heidelberg, 462-467, 2003, Cites: 0
A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure
Robert Cierniak, A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure, Physica, Heidelberg, 456-461, 2003, Cites: 0
Image compression based on soft computing techniques
Robert Cierniak, Image compression based on soft computing techniques, Springer, Berlin, Heidelberg, 609-617, 2003, Cites: 4

2000 (1)

On image compression by competitive neural networks and optimal linear predictors
Robert Cierniak and Leszek Rutkowski, On image compression by competitive neural networks and optimal linear predictors, Elsevier, 559-565, 2000, Cites: 61

1996 (2)

Neural networks and semi-closed-loop predictive vector quantization for image compression
Robert Cierniak and Leszek Rutkowski, Neural networks and semi-closed-loop predictive vector quantization for image compression, IEEE, 245-248, 1996, Cites: 1
Image compression by competitive learning neural networks and predictive vector quantization
Leszek Rutkowski and Robert Cierniak, Image compression by competitive learning neural networks and predictive vector quantization, Zielona Góra: Uniwersytet Zielonogórski, 1996, Cites: 10

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