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  • Searchresult: RSNA_Kachelriess.pdf
    RSNA_Kachelriess.pdf PDF, 7.36 MB content type: Document

    Deep Learning in CT Artifact Correction Marc Kachelrieß German Cancer Research Center (DKFZ) Heidelberg, Germany www.dkfz.de/ct Content • Metal artifact reduction (MAR) • Detruncation • Scatter…

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  • Searchresult: RSNA_Maier.pdf
    RSNA_Maier.pdf PDF, 2.01 MB content type: Document

    Deep Learning-based 4D CT and 4D CBCT Motion Compensation of Periodic and Non-Periodic Patient Motion with Single-View Temporal Resolution Joscha Maier1, Timothy Herbst1,2, Stefan Sawall1,2, Marcel…

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  • Searchresult: ESMPE2_Kachelriess.pdf
    ESMPE2_Kachelriess.pdf PDF, 16.20 MB content type: Document

    AI in CT and CBCT Image Formation Marc Kachelrieß German Cancer Research Center (DKFZ) Heidelberg, Germany www.dkfz.de/ct Fully Connected Neural Network • Each layer fully connects to previous…

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  • Searchresult: F3D_Jaeger.pdf
    F3D_Jaeger.pdf PDF, 981.84 KB content type: Document

    Monte Carlo-free Deep Scatter Estimation (DSE) with a Linear Boltzmann Transport Solver for Image Guidance in Radiation Therapy Fabian Jäger1,2, Joscha Maier1, Pascal Paysan3, Michał Walczak3, and…

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  • Searchresult: F3D_Maier.pdf
    F3D_Maier.pdf PDF, 649.66 KB content type: Document

    Projection-based CBCT Motion Correction using Convolutional LSTMs Joscha Maier1, Timothy Herbst1,2, Stefan Sawall1,2, Marcel Arheit3, Pascal Paysan3, and Marc Kachelrieß1,2 1Division of X-Ray Imaging…

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  • Searchresult: MIC_Byl_2.pdf
    MIC_Byl_2.pdf PDF, 1.27 MB content type: Document

    Low-Dose CT: Reducing Tube Current, Number of Projections, or Both? Achim Byl1,2, Stefan Sawall1,2, Magdalena Rafecas3, Christoph Hoeschen4, and Marc Kachelrieß1,2 1Division of X-Ray Imaging and CT,…

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  • Searchresult: MIC_Herbst_2.pdf
    MIC_Herbst_2.pdf PDF, 658.40 KB content type: Document

    Deep Patient Motion Estimation: Pretraining, Overfitting, or Pretraining and Overfitting? Timothy Jay Herbst1,2, Joscha Maier1, Marcel Arheit3, Pascal Paysan3, and Marc Kachelrieß1,2 1Divison of…

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  • Searchresult: DGMP_Kachelriess_2.pdf
    DGMP_Kachelriess_2.pdf PDF, 3.41 MB content type: Document

    AI for a New Interventional X-Ray Imaging Application Marc Kachelrieß German Cancer Research Center (DKFZ) Heidelberg, Germany www.dkfz.de/ct Aim To provide tomographic fluoroscopy at the same…

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  • Searchresult: DGMP_Klein.pdf
    DGMP_Klein.pdf PDF, 2.57 MB content type: Document

    Patient Risk-Minimizing Tube Current Modulation in CT (riskTCM) Laura Klein German Cancer Research Center (DKFZ) Heidelberg, Germany www.dkfz.de/ct Aim • Today’s tube current modulation minimizes…

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  • Searchresult: ECR_Baader.pdf
    ECR_Baader.pdf PDF, 1.88 MB content type: Document

    Tube Current and Tube Voltage Modulation in CT to Minimize the Patient’s Radiation Risk Edith Baader1,2, Laura Klein1,2, Stefan Sawall1,2 , Joscha Maier1, and Marc Kachelrieß1,2 1German Cancer…

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