Deep-Learning-based automated Identification of Ventriculoperitoneal-Shunt Valve Models from skull X-rays
This is the code for the publication "Deep-Learning-based automated Identification of Ventriculoperitoneal-Shunt Valve Models from skull X-rays" by Vach et al. (DOI : 10.1007/s00062-024-01490-4)
training.py- the main training script
training_other.py- the training script including an "other" class
evaluation.ipynb- the notebook with the evaluation code, including graphs.
grad_cam.ipynb- the notebook to create the Grad-Cam heatmaps
Unfortunately, the underlying dataset cannot be share due to patient/data privacy reasons.
Any questions may be directed to marius.vach@med.uni-duesseldorf.de