Dr. Yannick Berker Profile

Dr. Yannick Berker

Research Scientist at Deutsches Krebsforschungszentrum

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Publications (2)

Proceedings Article | 28 May 2019 Paper

On the impact of input feature selection in deep scatter estimation for positron emission tomography

Yannick Berker, Marc Kachelrieß

Proceedings Volume 11072, 110720S (2019) https://doi.org/10.1117/12.2534281

KEYWORDS: Positron emission tomography, Convolution, Feature selection, Photons, Convolutional neural networks, Monte Carlo methods, X-ray computed tomography, Computer simulations, Compton scattering, Scattering compensation, Quantitative analysis

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Proceedings Article | 9 March 2018 Presentation + Paper

Deep scatter estimation (DSE): feasibility of using a deep convolutional neural network for real-time x-ray scatter prediction in cone-beam CT

Joscha Maier, Yannick Berker, Stefan Sawall, Marc Kachelrieß

Proceedings Volume 10573, 105731L (2018) https://doi.org/10.1117/12.2292919

KEYWORDS: Monte Carlo methods, X-rays, Data modeling, CT reconstruction, Convolutional neural networks, X-ray detectors, Sensors, Data acquisition, Scattering, X-ray computed tomography

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