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 A. González Ballester, Gemma Piella
Medical Image AnalysisMedIA, October 2021.
arXiv Paper Code

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
International Conference on Information Processing in Computer-Assisted InterventionsIPCAI 2020, Munich, Germany.
International Journal of Computer Assisted Radiology and SurgeryIJCARS, April 2020.
arXiv Paper Slides Video (bib)

Medical-based Deep Curriculum Learning for Improved Fracture Classification
Amelia Jiménez-Sánchez, Diana Mateus, Sonja Kirchhoff, Chlodwig Kirchhoff, Peter Biberthaler, Nassir Navab, Miguel A. González Ballester, Gemma Piella
International Conference on Medical Image Computing and Computer Assisted InterventionsMICCAI 2019.
arXiv Paper Poster Slides (bib)

Capsule Networks against Medical Imaging Data Challenges
Amelia Jiménez-Sánchez, Shadi Albarqouni, Diana Mateus
MICCAI Workshop on Large-scale Annotation of Biomedical data and Expert Label SynthesisLABELS 2018, Granada, Spain.
arXiv Paper Poster Slides Code (bib)

Automatic Classification of Proximal Femur Fractures based on Attention Models 
Anees Kazi, Shadi Albarqouni, Amelia Jimenez Sanchez, Sonja Kirchhoff, Peter Biberthaler, Nassir Navab, Diana Mateus
MICCAI Workshop on Machine Learning in Medical ImagingMLMI 2017, Quebec, Canada.
PDF (bib)

Pre-prints

Memory-aware Curriculum Federated Learning for Breast Cancer Classification
Amelia Jiménez-Sánchez, Mickael Tardy, Miguel A. González Ballester, Diana Mateus*, Gemma Piella*
arXiv July 2021 Code

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
arXiv September 2018 (bib)
 

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