Sonja Kirchhoff

Publication Activity (10 Years)

Years Active: 2008-2022
Publications (10 Years): 8

Top Topics

Automatic Classification

Prior Domain Knowledge

Top Venues

Medical Image Anal.

Abdominal Imaging

Publications

Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella
Curriculum learning for improved femur fracture classification: Scheduling data with prior knowledge and uncertainty. Medical Image Anal. 75 (2022)
Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Sonja Kirchhoff, Diana Mateus
Precise proximal femur fracture classification for interactive training and surgical planning. Int. J. Comput. Assist. Radiol. Surg. 15 (5) (2020)
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella
Medical-based Deep Curriculum Learning for Improved Fracture Classification. CoRR (2020)
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella
Curriculum learning for annotation-efficient medical image analysis: scheduling data with prior knowledge and uncertainty. CoRR (2020)
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel Ángel González Ballester, Gemma Piella
Medical-based Deep Curriculum Learning for Improved Fracture Classification. MICCAI (6) (2019)
Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus, Sonja Kirchhoff
Towards an Interactive and Interpretable CAD System to Support Proximal Femur Fracture Classification. CoRR (2019)
Amelia Jiménez-Sánchez, Anees Kazi, Shadi Albarqouni, Sonja Kirchhoff, Alexandra Sträter, Peter Biberthaler, Diana Mateus, Nassir Navab
Weakly-Supervised Localization and Classification of Proximal Femur Fractures. CoRR (2018)
Anees Kazi, Shadi Albarqouni, Amelia Jiménez-Sánchez, Sonja Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus
Automatic Classification of Proximal Femur Fractures Based on Attention Models. MLMI@MICCAI (2017)
Mehmet Yigitsoy, Maximilian F. Reiser, Nassir Navab, Sonja Kirchhoff
Dynamic graph cuts for colon segmentation in functional cine-MRI. ISBI (2012)
Mehmet Yigitsoy, Sonja Kirchhoff, Maximilian F. Reiser, Nassir Navab
Out-of-Plane Motion Compensation in Cine-MRI. Abdominal Imaging (2012)
Oliver Kutter, Sonja Kirchhoff, Marina Berkovich, Maximilian Reiser, Nassir Navab
Spatio-temporal registration in multiplane MRI acquisitions for 3D colon motiliy analysis. Medical Imaging: Computer-Aided Diagnosis (2008)
Christian Harrer, Sonja Kirchhoff, Andreas Keil, Chlodwig Kirchhoff, Thomas Mussack, Andreas Lienemann, Maximilian Reiser, Nassir Navab
Semi-automatic detection of Gd-DTPA-saline filled capsules for colonic transit time assessment in MRI. Medical Imaging: Image Processing (2008)