Darko Stern

Orcid: 0000-0003-3449-5497

According to our database1, Darko Stern authored at least 49 papers between 2009 and 2024.

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Bibliography

2024
Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN.
CoRR, 2024

AI-augmented Automation for Real Driving Prediction: an Industrial Use Case.
CoRR, 2024

Teeth Localization and Lesion Segmentation in CBCT Images Using SpatialConfiguration-Net and U-Net.
Proceedings of the 19th International Joint Conference on Computer Vision, 2024

Hierarchical Learning of Generative Automaton Models from Sequential Data.
Proceedings of the Software Engineering and Formal Methods - 22nd International Conference, 2024

2022
Fast and Low-GPU-memory abdomen CT organ segmentation: The FLARE challenge.
Medical Image Anal., 2022

2021
VerSe: A Vertebrae labelling and segmentation benchmark for multi-detector CT images.
Medical Image Anal., 2021

A Framework for the generation of digital twins of cardiac electrophysiology from clinical 12-leads ECGs.
Medical Image Anal., 2021

Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements.
CoRR, 2021

Modeling Annotation Uncertainty with Gaussian Heatmaps in Landmark Localization.
CoRR, 2021

Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study.
Comput. Medical Imaging Graph., 2021

Collaborative Multi-agent Reinforcement Learning for Landmark Localization Using Continuous Action Space.
Proceedings of the Information Processing in Medical Imaging, 2021

2020
Variational Inference and Bayesian CNNs for Uncertainty Estimation in Multi-Factorial Bone Age Prediction.
CoRR, 2020

VerSe: A Vertebrae Labelling and Segmentation Benchmark for Multi-detector CT Images.
CoRR, 2020

Coarse to Fine Vertebrae Localization and Segmentation with SpatialConfiguration-Net and U-Net.
Proceedings of the 15th International Joint Conference on Computer Vision, 2020

Uncertainty Estimation in Landmark Localization Based on Gaussian Heatmaps.
Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Graphs in Biomedical Image Analysis, 2020

Inferring the 3D Standing Spine Posture from 2D Radiographs.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

2019
Automatic Age Estimation and Majority Age Classification From Multi-Factorial MRI Data.
IEEE J. Biomed. Health Informatics, 2019

Evaluation of algorithms for Multi-Modality Whole Heart Segmentation: An open-access grand challenge.
Medical Image Anal., 2019

Automated age estimation from MRI volumes of the hand.
Medical Image Anal., 2019

Segmenting and tracking cell instances with cosine embeddings and recurrent hourglass networks.
Medical Image Anal., 2019

Integrating spatial configuration into heatmap regression based CNNs for landmark localization.
Medical Image Anal., 2019

Evaluation of Algorithms for Multi-Modality Whole Heart Segmentation: An Open-Access Grand Challenge.
CoRR, 2019

Matwo-CapsNet: A Multi-label Semantic Segmentation Capsules Network.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Evaluating Spatial Configuration Constrained CNNs for Localizing Facial and Body Pose Landmarks.
Proceedings of the 2019 International Conference on Image and Vision Computing New Zealand, 2019

2018
Integrating geometric configuration and appearance information into a unified framework for anatomical landmark localization.
Medical Image Anal., 2018

Sparse-View CT Reconstruction Using Wasserstein GANs.
Proceedings of the Machine Learning for Medical Image Reconstruction, 2018

Instance Segmentation and Tracking with Cosine Embeddings and Recurrent Hourglass Networks.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

2017
Evaluation and comparison of 3D intervertebral disc localization and segmentation methods for 3D T2 MR data: A grand challenge.
Medical Image Anal., 2017

Multi-factorial Age Estimation from Skeletal and Dental MRI Volumes.
Proceedings of the Machine Learning in Medical Imaging - 8th International Workshop, 2017

Multi-label Whole Heart Segmentation Using CNNs and Anatomical Label Configurations.
Proceedings of the Statistical Atlases and Computational Models of the Heart. ACDC and MMWHS Challenges, 2017

2016
Automated Age Estimation from Hand MRI Volumes Using Deep Learning.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

From Local to Global Random Regression Forests: Exploring Anatomical Landmark Localization.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

Regressing Heatmaps for Multiple Landmark Localization Using CNNs.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

From individual hand bone age estimates to fully automated age estimation via learning-based information fusion.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Automatic localization of locally similar structures based on the scale-widening random regression forest.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

2015
Automatic Third Molar Localization from 3D MRI using Random Regression Forests.
Proceedings of the Medical Image Understanding and Analysis, 2015

Automatic Intervertebral Disc Localization and Segmentation in 3D MR Images Based on Regression Forests and Active Contours.
Proceedings of the Computational Methods and Clinical Applications for Spine Imaging, 2015

Anatomical Landmark Detection in Medical Applications Driven by Synthetic Data.
Proceedings of the 2015 IEEE International Conference on Computer Vision Workshop, 2015

2014
Determination of the intervertebral disc space from CT images of the lumbar spine.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Fully Automatic Bone Age Estimation from Left Hand MR Images.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Towards Automatic Bone Age Estimation from MRI: Localization of 3D Anatomical Landmarks.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Determination of legal majority age from 3D magnetic resonance images of the radius bone.
Proceedings of the IEEE 11th International Symposium on Biomedical Imaging, 2014

2013
Quantitative vertebral morphometry in 3D.
Proceedings of the Medical Imaging 2013: Image Processing, 2013

2012
3D-2D registration of cerebral angiograms based on vessel directions and intensity gradients.
Proceedings of the Medical Imaging 2012: Image Processing, 2012

Automatic measurement of vertebral body deformations in CT images based on a 3D parametric model.
Proceedings of the Medical Imaging 2012: Computer-Aided Diagnosis, San Diego, 2012

2011
Segmentation of vertebral bodies in CT and MR images based on 3D deterministic models.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

2010
Automated determination of the centers of vertebral bodies and intervertebral discs in CT and MR lumbar spine images.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Segmentation of Vertebral Bodies in MR Images Based on Geometrical Models in 3D.
Proceedings of the Medical Imaging and Augmented Reality - 5th International Workshop, 2010

2009
Automated determination of spinal centerline in CT and MR images.
Proceedings of the Medical Imaging 2009: Image Processing, 2009


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