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Hannah Dröge

Room: 
H-A 7116
Phone: 
+49-271-740-4441
Address: 

Universität Siegen
Lehrstuhl für Computer Vision
Hölderlinstraße 3
57076 Siegen

Available thesis topics:

Mitral Valve Segmentation using Synthetic Data

The mitral valve is an important component of the human heart that can be recorded with ultrasound. The task of this thesis is to train a neural network on synthetic data of the human heart to perform segmentation of the mitral valve in echocardiographic data.

Tasks

  • Generation of synthetic data on the motion of the human heart, including the mitral valve. (e.g. using Blender)
  • Implementation, training and evaluation of a segmentation network.
  • Implementation and evaluation of a model based minimization approach.

Requirements

  • Solid prior knowledge of Deep Learning (preferably successful participation in our Deep Learning course).
  • Prior knowledge of the library PyTorch.

Material: