Contact:

Position:

Full Professor
Head of Department

Research teams:

Struktury i metody uczenia sieci neuronowych

Classes:

Artificial intelligence in medicine lab

Artificial intelligence in medicine proj

Artificial intelligence in medicine wyk

Prof. PhD DSc Eng
Robert Cierniak

## Papers (60)

### 2022 (2)

Robert Cierniak, Continuous-to-Continuous Data Model vs. Discrete-to-Discrete Data Model for the Statistical Iterative Reconstruction Method. (0)

##### Continuous-to-Continuous Data Model vs. Discrete-to-Discrete Data Model for the Statistical Iterative Reconstruction Method

, Continuous-to-Continuous Data Model vs. Discrete-to-Discrete Data Model for the Statistical Iterative Reconstruction Method, Springer, Cham, 493-506, 2022, Cites: 0
Robert Cierniak and Piotr Pluta, An Original Continuous-to-Continuous Forward Model as a Universal Method for the Formulation of Reconstruction Methods for Medical Imaging Techniques. (0)

##### An Original Continuous-to-Continuous Forward Model as a Universal Method for the Formulation of Reconstruction Methods for Medical Imaging Techniques

, An Original Continuous-to-Continuous Forward Model as a Universal Method for the Formulation of Reconstruction Methods for Medical Imaging Techniques, Springer, Cham, 396-405, 2022, Cites: 0### 2021 (1)

Robert Cierniak and Piotr Pluta, A New Statistical Iterative Reconstruction Algorithm for a CT Scanner with Flying Focal Spot. (0)

##### A New Statistical Iterative Reconstruction Algorithm for a CT Scanner with Flying Focal Spot

, A New Statistical Iterative Reconstruction Algorithm for a CT Scanner with Flying Focal Spot, Springer, Cham, 431-441, 2021, Cites: 0### 2020 (3)

Robert Cierniak and Piotr Pluta and Andrzej Kaźmierczak, A practical statistical approach to the reconstruction problem using a single slice rebinning method. (8)

##### A practical statistical approach to the reconstruction problem using a single slice rebinning method

, A practical statistical approach to the reconstruction problem using a single slice rebinning method, 2020, Cites: 8
Robert Cierniak, Fast iterative image reconstruction method for emission tomography. (0)

##### Fast iterative image reconstruction method for emission tomography

, Fast iterative image reconstruction method for emission tomography, 2020, Cites: 0
Robert Cierniak and Piotr Pluta, Statistical Iterative Reconstruction Algorithm Based on a Continuous-to-Continuous Model Formulated for Spiral Cone-Beam CT. (1)

##### Statistical Iterative Reconstruction Algorithm Based on a Continuous-to-Continuous Model Formulated for Spiral Cone-Beam CT

, Statistical Iterative Reconstruction Algorithm Based on a Continuous-to-Continuous Model Formulated for Spiral Cone-Beam CT, Springer, Cham, 613-620, 2020, Cites: 1### 2019 (3)

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. (0)

##### Iterative Statistical Reconstruction Algorithm Based on CC Data Model with the Direct Use of Projections Performed in Spiral Cone-Beam CT Scanners

, 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
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. (0)

##### Realizations of the Statistical Reconstruction Method Based on the Continuous-to-Continuous Data Model

, Realizations of the Statistical Reconstruction Method Based on the Continuous-to-Continuous Data Model, Springer, Cham, 149-156, 2019, Cites: 0
Robert Cierniak and Piotr Dobosz and Andrzej Grzybowski, EM-ML algorithm based on continuous-to-continuous model for PET. (0)

##### EM-ML algorithm based on continuous-to-continuous model for PET

, EM-ML algorithm based on continuous-to-continuous model for PET, International Society for Optics and Photonics, 1107236, 2019, Cites: 0### 2018 (3)

R Cierniak, Analytical statistical reconstruction algorithm with the direct use of projections performed in spiral cone-beam scanners. (5)

##### Analytical statistical reconstruction algorithm with the direct use of projections performed in spiral cone-beam scanners

, Analytical statistical reconstruction algorithm with the direct use of projections performed in spiral cone-beam scanners, 293-296, 2018, Cites: 5
Robert Cierniak and Piotr Dobosz and Piotr Pluta and Zbigniew Filutowicz, Analytical Realization of the EM Algorithm for Emission Positron Tomography. (0)

##### Analytical Realization of the EM Algorithm for Emission Positron Tomography

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

##### Correction to: Analytical Realization of the EM Algorithm for Emission Positron Tomography

, Correction to: Analytical Realization of the EM Algorithm for Emission Positron Tomography, Springer, Cham, C1-C1, 2018, Cites: 0### 2017 (1)

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. (1)

##### Parallel realizations of the iterative statistical reconstruction algorithm for 3D computed tomography

, Parallel realizations of the iterative statistical reconstruction algorithm for 3D computed tomography, Springer, Cham, 473-484, 2017, Cites: 1### 2016 (4)

Robert Cierniak, Analytical Statistical Approach for Fan-Beam Scanners. (0)

##### Analytical Statistical Approach for Fan-Beam Scanners

, Analytical Statistical Approach for Fan-Beam Scanners, Springer, Cham, 231-243, 2016, Cites: 0
Robert Cierniak, Fast iterative image reconstruction method for 3D computed tomography. (3)

##### Fast iterative image reconstruction method for 3D computed tomography

, Fast iterative image reconstruction method for 3D computed tomography, 2016, Cites: 3
Robert Cierniak and Anna Lorent and Piotr Pluta and Nimit Shah, Regularization Methods for the Analytical Statistical Reconstruction Problem in Medical Computed Tomography. (1)

##### Regularization Methods for the Analytical Statistical Reconstruction Problem in Medical Computed Tomography

, Regularization Methods for the Analytical Statistical Reconstruction Problem in Medical Computed Tomography, Springer, Cham, 147-158, 2016, Cites: 1
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. (7)

##### Comparison of algebraic and analytical approaches to the formulation of the statistical model-based reconstruction problem for X-ray computed tomography

, 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: 7### 2015 (2)

Michał Knas and Robert Cierniak, Computed tomography images denoising with Markov Random Field model parametrized by Prewitt mask. (4)

##### Computed tomography images denoising with Markov Random Field model parametrized by Prewitt mask

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

##### An Edge Detection Using 2D Gaussian Function in Computed Tomography

, An Edge Detection Using 2D Gaussian Function in Computed Tomography, Springer, Cham, 586-593, 2015, Cites: 0### 2014 (7)

Robert Cierniak, An analytical iterative statistical algorithm for image reconstruction from projections. (16)

##### An analytical iterative statistical algorithm for image reconstruction from projections

, An analytical iterative statistical algorithm for image reconstruction from projections, 2014, Cites: 16
Anna Lorent and Robert Cierniak and Piotr Dobosz and Olga Rebrova, A New Image Reconstruction from Projections Algorithm. (1)

##### A New Image Reconstruction from Projections Algorithm

, A New Image Reconstruction from Projections Algorithm, Springer, Cham, 725-732, 2014, Cites: 1
Robert Cierniak and Michal Knas, Ultrafast iterative model-based statistical 3D reconstruction algorithm for x-ray computed tomography. (2)

##### Ultrafast iterative model-based statistical 3D reconstruction algorithm for x-ray computed tomography

, Ultrafast iterative model-based statistical 3D reconstruction algorithm for x-ray computed tomography, Springer, Cham, 187-196, 2014, Cites: 2
Michał Knas and Robert Cierniak, A Modification of the Parallel Spline Interpolation Algorithms. (0)

##### A Modification of the Parallel Spline Interpolation Algorithms

, A Modification of the Parallel Spline Interpolation Algorithms, Springer, Heidelberg, 185-190, 2014, Cites: 0
Piotr Dobosz and Robert Cierniak, Using of EM Algorithm to Image Reconstruction Problem with Tomography Noises. (1)

##### Using of EM Algorithm to Image Reconstruction Problem with Tomography Noises

, Using of EM Algorithm to Image Reconstruction Problem with Tomography Noises, Springer, Heidelberg, 37-43, 2014, Cites: 1
Anna Lorent and Robert Cierniak, Regularized image reconstruction from projections method. (3)

##### Regularized image reconstruction from projections method

, Regularized image reconstruction from projections method, IEEE, 82-86, 2014, Cites: 3
Michal Knop and Robert Cierniak and Nimit Shah, Video compression algorithm based on neural network structures. (9)

##### Video compression algorithm based on neural network structures

, Video compression algorithm based on neural network structures, Springer, Cham, 715-724, 2014, Cites: 9### 2013 (1)

Robert Cierniak and Michal Knop, Video compression algorithm based on neural networks. (7)

##### Video compression algorithm based on neural networks

, Video compression algorithm based on neural networks, Springer, Berlin, Heidelberg, 524-531, 2013, Cites: 7### 2012 (1)

Robert Cierniak and Anna Lorent, A neuronal approach to the statistical image reconstruction from projections problem. (3)

##### A neuronal approach to the statistical image reconstruction from projections problem

, A neuronal approach to the statistical image reconstruction from projections problem, Springer, Berlin, Heidelberg, 344-353, 2012, Cites: 3### 2011 (12)

Robert Cierniak, The Physics of Data Acquisition. (1)

##### The Physics of Data Acquisition

, The Physics of Data Acquisition, Springer, London, 63-81, 2011, Cites: 1
Robert Cierniak, An analytical statistical approach to the 3D reconstruction problem. (2)

##### An analytical statistical approach to the 3D reconstruction problem

, An analytical statistical approach to the 3D reconstruction problem, 2011, Cites: 2
Robert Cierniak, Algebraic reconstruction techniques. (1)

##### Algebraic reconstruction techniques

, Algebraic reconstruction techniques, Springer, London, 233-265, 2011, Cites: 1
Robert Cierniak, Spiral Tomography. (0)

##### Spiral Tomography

, Spiral Tomography, Springer, London, 149-231, 2011, Cites: 0
Robert Cierniak, Technical Concepts of X-ray Computed Tomography Scanners. (1)

##### Technical Concepts of X-ray Computed Tomography Scanners

, Technical Concepts of X-ray Computed Tomography Scanners, Springer, London, 21-62, 2011, Cites: 1
Robert Cierniak, Some words about the history of computed tomography. (18)

##### Some words about the history of computed tomography

, Some words about the history of computed tomography, Springer, London, 7-19, 2011, Cites: 18
Robert Cierniak, Neural network algorithm for image reconstruction using the “grid-friendly” projections. (9)

##### Neural network algorithm for image reconstruction using the “grid-friendly” projections

, Neural network algorithm for image reconstruction using the “grid-friendly” projections, Springer Netherlands, 375, 2011, Cites: 9
Robert Cierniak, Reconstruction from Fan-beam Projections. (0)

##### Reconstruction from Fan-beam Projections

, Reconstruction from Fan-beam Projections, Springer, London, 127-147, 2011, Cites: 0
Robert Cierniak, X-ray computed tomography in biomedical engineering. (183)

##### X-ray computed tomography in biomedical engineering

, X-ray computed tomography in biomedical engineering, Springer Science & Business Media, 2011, Cites: 183
Robert Cierniak, Evaluation of CT Devices. (0)

##### Evaluation of CT Devices

, Evaluation of CT Devices, Springer, London, 267-279, 2011, Cites: 0
Robert Cierniak, Computer-Generated Projections for Simulations. (0)

##### Computer-Generated Projections for Simulations

, Computer-Generated Projections for Simulations, Springer, London, 281-295, 2011, Cites: 0
Robert Cierniak, Reconstruction from Parallel-beam Projections. (3)

##### Reconstruction from Parallel-beam Projections

, Reconstruction from Parallel-beam Projections, Springer, London, 83-125, 2011, Cites: 3### 2010 (4)

Robert Cierniak, A neural network optimization-based method of image reconstruction from projections. (4)

##### A neural network optimization-based method of image reconstruction from projections

, A neural network optimization-based method of image reconstruction from projections, Springer, Berlin, Heidelberg, 241-250, 2010, Cites: 4
Robert Cierniak, A Statistical Tailored Image Reconstruction from Projections Method. (2)

##### A Statistical Tailored Image Reconstruction from Projections Method

, A Statistical Tailored Image Reconstruction from Projections Method, Springer, Berlin, Heidelberg, 181-190, 2010, Cites: 2
Robert Cierniak, A statistical appraoch to image reconstruction from projections problem using recurrent neural network. (5)

##### A statistical appraoch to image reconstruction from projections problem using recurrent neural network

, A statistical appraoch to image reconstruction from projections problem using recurrent neural network, Springer, Berlin, Heidelberg, 138-141, 2010, Cites: 5
Robert Cierniak, A three-dimentional neural network based approach to the image reconstruction from projections problem. (17)

##### A three-dimentional neural network based approach to the image reconstruction from projections problem

, A three-dimentional neural network based approach to the image reconstruction from projections problem, Springer, Berlin, Heidelberg, 505-514, 2010, Cites: 17### 2009 (2)

Robert Cierniak, A NEURAL NETWORK METHOD OF IMAGE RECONSTRUCTION FROM PROJECTIONS USING GRID-” FRIENDLY” PROJECTION ANGLES. (0)

##### A NEURAL NETWORK METHOD OF IMAGE RECONSTRUCTION FROM PROJECTIONS USING GRID-” FRIENDLY” PROJECTION ANGLES

, A NEURAL NETWORK METHOD OF IMAGE RECONSTRUCTION FROM PROJECTIONS USING GRID-” FRIENDLY” PROJECTION ANGLES, 51-58, 2009, Cites: 0
Robert Cierniak, New neural network algorithm for image reconstruction from fan-beam projections. (55)

##### New neural network algorithm for image reconstruction from fan-beam projections

, New neural network algorithm for image reconstruction from fan-beam projections, Elsevier, 3238-3244, 2009, Cites: 55### 2008 (4)

Robert Cierniak, A 2D approach to tomographic image reconstruction using a Hopfield-type neural network. (44)

##### A 2D approach to tomographic image reconstruction using a Hopfield-type neural network

, A 2D approach to tomographic image reconstruction using a Hopfield-type neural network, Elsevier, 113-125, 2008, Cites: 44
Robert Cierniak, A New Approach to Image Reconstruction from Projections Using a Recurrent Neural Network.. (47)

##### A New Approach to Image Reconstruction from Projections Using a Recurrent Neural Network.

, A New Approach to Image Reconstruction from Projections Using a Recurrent Neural Network., 2008, Cites: 47
Robert Cierniak, A novel approach to image reconstruction problem from fan-beam projections using recurrent neural network. (13)

##### A novel approach to image reconstruction problem from fan-beam projections using recurrent neural network

, A novel approach to image reconstruction problem from fan-beam projections using recurrent neural network, Springer, Berlin, Heidelberg, 752-761, 2008, Cites: 13
Robert Cierniak, A new approach to image reconstruction from projections using a recurrent neural network. (42)

##### A new approach to image reconstruction from projections using a recurrent neural network

, A new approach to image reconstruction from projections using a recurrent neural network, 147-157, 2008, Cites: 42### 2006 (1)

Robert Cierniak, A novel approach to image reconstruction from discrete projections using hopfield-type neural network. (11)

##### A novel approach to image reconstruction from discrete projections using hopfield-type neural network

, A novel approach to image reconstruction from discrete projections using hopfield-type neural network, Springer, Berlin, Heidelberg, 890-898, 2006, Cites: 11### 2005 (2)

Robert Cierniak, Tomografia komputerowa: budowa urządzeń CT: algorytmy rekonstrukcyjne. (35)

##### Tomografia komputerowa: budowa urządzeń CT: algorytmy rekonstrukcyjne

, Tomografia komputerowa: budowa urządzeń CT: algorytmy rekonstrukcyjne, Akademicka Oficyna Wydawnicza EXIT, 2005, Cites: 35
R Cierniak, Computed tomography. (20)

##### Computed tomography

, Computed tomography, 2005, Cites: 20### 2004 (1)

Robert Cierniak, An image compression algorithm based on neural networks. (13)

##### An image compression algorithm based on neural networks

, An image compression algorithm based on neural networks, Springer, Berlin, Heidelberg, 706-711, 2004, Cites: 13### 2003 (3)

Robert Cierniak and Jacek Smoląg, A Systolic Realisation of the Neuro-Tomograph. (0)

##### A Systolic Realisation of the Neuro-Tomograph

, A Systolic Realisation of the Neuro-Tomograph, Physica, Heidelberg, 462-467, 2003, Cites: 0
Robert Cierniak, A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure. (0)

##### A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure

, A Practical Approach To Image Reconstruction From Projections Using Neural Networks Structure, Physica, Heidelberg, 456-461, 2003, Cites: 0
Robert Cierniak, Image compression based on soft computing techniques. (4)

##### Image compression based on soft computing techniques

, Image compression based on soft computing techniques, Springer, Berlin, Heidelberg, 609-617, 2003, Cites: 4### 2000 (1)

Robert Cierniak and Leszek Rutkowski, On image compression by competitive neural networks and optimal linear predictors. (62)

##### On image compression by competitive neural networks and optimal linear predictors

, On image compression by competitive neural networks and optimal linear predictors, Elsevier, 559-565, 2000, Cites: 62### 1996 (2)

Robert Cierniak and Leszek Rutkowski, Neural networks and semi-closed-loop predictive vector quantization for image compression. (1)

##### Neural networks and semi-closed-loop predictive vector quantization for image compression

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