Sonja Kirchhoff

According to our database, Sonja Kirchhoff authored at least 11 papers between 2008 and 2022.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2022

Curriculum learning for improved femur fracture classification: Scheduling data with prior knowledge and uncertainty.

Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella

Medical Image Anal., 2022

2020

Curriculum learning for annotation-efficient medical image analysis: scheduling data with prior knowledge and uncertainty.

Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella

CoRR, 2020

Precise proximal femur fracture classification for interactive training and surgical planning.

Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Sonja Kirchhoff, Diana Mateus

Int. J. Comput. Assist. Radiol. Surg., 2020

2019

Towards an Interactive and Interpretable CAD System to Support Proximal Femur Fracture Classification.

Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus, Sonja Kirchhoff

CoRR, 2019

Medical-based Deep Curriculum Learning for Improved Fracture Classification.

Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

2018

Weakly-Supervised Localization and Classification of Proximal Femur Fractures.

Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Sonja Kirchhoff, Alexandra Sträter, Peter Biberthaler, Diana Mateus, Nassir Navab

CoRR, 2018

2017

Automatic Classification of Proximal Femur Fractures Based on Attention Models.

Anees Kazi, Shadi Albarqouni, Amelia Jiménez-Sánchez, Sonja Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus

Proceedings of the Machine Learning in Medical Imaging - 8th International Workshop, 2017

2012

Out-of-Plane Motion Compensation in Cine-MRI.

Mehmet Yigitsoy, Sonja Kirchhoff, Maximilian F. Reiser, Nassir Navab

Proceedings of the Abdominal Imaging. Computational and Clinical Applications, 2012

Dynamic graph cuts for colon segmentation in functional cine-MRI.

Mehmet Yigitsoy, Maximilian F. Reiser, Nassir Navab, Sonja Kirchhoff

Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

2008

Semi-automatic detection of Gd-DTPA-saline filled capsules for colonic transit time assessment in MRI.

Christian Harrer, Sonja Kirchhoff, Andreas Keil, Chlodwig Kirchhoff, Thomas Mussack, Andreas Lienemann, Maximilian Reiser, Nassir Navab

Proceedings of the Medical Imaging 2008: Image Processing, 2008

Spatio-temporal registration in multiplane MRI acquisitions for 3D colon motiliy analysis.

Oliver Kutter, Sonja Kirchhoff, Marina Berkovich, Maximilian Reiser, Nassir Navab

Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008