7 papers
A New Angle on Bones: Robust Pose Estimation in X-Ray and Ultrasound
Ron Keuth, Christoph GroÃbröhmer, Franziska Halm +5
Measuring the angle between bone structures is a routine task in medical image analysis and provides a key quantitative parameter for diagnosis and treatment planning. Automated me…
Shaken or Stirred? An Analysis of MetaFormer's Token Mixing for Medical Imaging
Ron Keuth, Paul Kaftan, Mattias P. Heinrich
The generalization of the Transformer architecture via MetaFormer has reshaped our understanding of its success in computer vision. By replacing self-attention with simpler token m…
Fracture Morphology Classification: Local Multiclass Modeling for Multilabel Complexity
Cassandra Krause, Mattias P. Heinrich, Ron Keuth
Between and of children experience a fracture during their growth years, making accurate diagnosis essential. Fracture morphology, alongside location and fragment…
BronchoGAN: Anatomically consistent and domain-agnostic image-to-image translation for video bronchoscopy
Ahmad Soliman, Ron Keuth, Marian Himstedt
The limited availability of bronchoscopy images makes image synthesis particularly interesting for training deep learning models. Robust image translation across different domains…
A Systematic Analysis of Input Modalities for Fracture Classification of the Paediatric Wrist
Ron Keuth, Maren Balks, Sebastian Tschauner +2
Fractures, particularly in the distal forearm, are among the most common injuries in children and adolescents, with approximately 800 000 cases treated annually in Germany. The AO/…
DenseSeg: Joint Learning for Semantic Segmentation and Landmark Detection Using Dense Image-to-Shape Representation
Ron Keuth, Lasse Hansen, Maren Balks +4
Purpose: Semantic segmentation and landmark detection are fundamental tasks of medical image processing, facilitating further analysis of anatomical objects. Although deep learning…