David Sinden
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    • Numerical Methods
    • Grad. Calculus & Linear Algebra
    • Numerical Analysis
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    • Awesome List of Scientific Computing Resources
    • Annual Meeting of the Society for Thermal Medicine 2022
  • Abstracts
    • Nonlinear Dynamics of Microbubbles in Tissue
    • Integrability, localisation and bifurcation of an elastic conducting rod in a uniform magnetic field
    • Artificial Intelligence in Therapeutic Ultrasound
    • Patient-Specific Modelling of Microwave Ablation
    • Factors for validation of measurement-based simulation
    • Assessing generalized multi-pool exchange tissue model MRI simulations for the modelling of an ultra-low field scanner
    • Transcostal High-Intensity Focused Ultrasound: Planning Treatment Delivery for Phased Arrays
    • A comparison between theory and experiment in thermal ablation of perfused livers
  • Experience
  • Talks
    • Nonlinear Dynamics of Microbubbles in Tissue
    • Mathematical Modelling and Numerical Simulation in Medicine
    • Integrability, localisation and bifurcation of an elastic conducting rod in a magnetic field
    • Artificial Intelligence in Therapeutic Ultrasound
    • Patient-Specific Modelling of Microwave Ablation
    • Factors for Validation of Measurement-Based Simulation
  • Projects
    • QuaLiPerF
    • EHMA
    • Computational Topology in Medical Imaging
    • MAIBAI: Metrology for Image-Based AI
    • CUBDL: Challenge on Ultrasound Beamforming with Deep Learning
      • Challenge on Ultrasound Beamforming with Deep Learning
    • AEGEUS
    • Cosserat Theory
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    • k-wave-python
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    • CTMS-MAT-13: Numerical Methods
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    • MDE-MET-01; Calculus and Linear Algebra for Graduate Students
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    • CA-MATH-804: Numerical Analysis
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    • MECH1010: Modelling and Analysis in Engineering I
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  • Papers in which I have been acknowledged
    • Numerical analysis of a wave equation for lossy media obeying a frequency power law
  • Publications
    • Optimizing Microwave Ablation planning with the Ablation Success Ratio
    • Numerical Modelling for Simulation and Planning of Focused Ultrasound Treatments
    • A novel concept of transperineal focused ultrasound transducer for prostate cancer local deep hyperthermia treatments
    • Three-dimensional assessment of vascular cooling effects on hepatic microwave ablation in a standardized ex vivo model
    • Studying the effect of tissue properties on radiofrequency ablation by visual simulation ensemble analysis
    • Pyroelectric ultrasound sensor model: directional response
    • Deep learning for ultrasound image formation: CUBDL evaluation framework and open datasets
    • Improving image quality of single plane wave ultrasound via deep learning based channel compounding
    • Building confidence in digital health through metrology
    • Numerical and experimental study of mechanisms involved in boiling histotripsy
    • Reducing uncertainties for spatial averaging at high frequencies
    • Dosimetry implications for correct ultrasound dose deposition: uncertainties in descriptors, planning and treatment delivery
    • Approximations for acoustically excited bubble cluster dynamics
    • The buckling of magneto-strictive Cosserat rods
    • Localisation of a twisted conducting rod in a uniform magnetic field: the Hamiltonian-Hopf-Hopf bifurcation
    • The effects of nonlinear wave propagation on the stability of inertial cavitation
    • Integrability, Localisation and Bifurcation of an Elastic Conducting Rod in a Uniform Magnetic Field
    • Spatial chaos of an extensible conducting rod in a uniform magnetic field
    • Integrability of a conducting elastic rod in a magnetic field

CUBDL: Challenge on Ultrasound Beamforming with Deep Learning

Jun 16, 2022
Challenge home
Comparison of planewave reconstructions on in vivo data Reconstructions

Challenge on Ultrasound Beamforming with Deep Learning

  • Details can be found at the organisers website here.

  • Award is here.

This work was supported by Fraunhofer funding Discover 600725 UltraDeep and Prepare 601100 Theranus.

Last updated on Oct 1, 2025
Deep Learning Ultrasound
David Sinden
Authors
David Sinden
Senior Research Scientist
← MAIBAI: Metrology for Image-Based AI Sep 19, 2023
AEGEUS May 4, 2023 →

© 2025 David Sinden. This work is licensed under CC BY NC ND 4.0