Georg Langs

Orcid: 0000-0002-5536-6873

Affiliations:
  • MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, USA


According to our database1, Georg Langs authored at least 146 papers between 2002 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024
WALINET: A water and lipid identification convolutional Neural Network for nuisance signal removal in 1H MR Spectroscopic Imaging.
CoRR, 2024

Deep-ER: Deep Learning ECCENTRIC Reconstruction for fast high-resolution neurometabolic imaging.
CoRR, 2024

Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training.
Comput. Medical Imaging Graph., 2024

Rigid Single-Slice-in-Volume Registration via Rotation-Equivariant 2D/3D Feature Matching.
Proceedings of the Biomedical Image Registration - 11th International Workshop, 2024

Detection of Emerging Infectious Diseases in Lung CT Based on Spatial Anomaly Patterns.
Proceedings of the Machine Learning in Medical Imaging - 15th International Workshop, 2024

2023
Fetal brain tissue annotation and segmentation challenge results.
Medical Image Anal., August, 2023

Navigating the development challenges in creating complex data systems.
Nat. Mac. Intell., July, 2023

Predicting dynamic, motion-related changes in B0 field in the brain at a 7 T MRI using a subject-specific fine-tuned U-net.
CoRR, 2023

2022
Motion correction and volumetric reconstruction for fetal functional magnetic resonance imaging data.
NeuroImage, 2022

Disentangling cortical functional connectivity strength and topography reveals divergent roles of genes and environment.
NeuroImage, 2022

Fetal Brain Tissue Annotation and Segmentation Challenge Results.
CoRR, 2022

Spatio-Temporal Motion Correction and Iterative Reconstruction of In-Utero Fetal fMRI.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

Identifying Phenotypic Concepts Discriminating Molecular Breast Cancer Sub-Types.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

2021
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics.
CoRR, 2021

4D iterative reconstruction of brain fMRI in the moving fetus.
CoRR, 2021

Pseudo-domains in imaging data improve prediction of future disease status in multi-center studies.
CoRR, 2021

Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI.
Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis, 2021

Continual Active Learning for Efficient Adaptation of Machine Learning Models to Changing Image Acquisition.
Proceedings of the Information Processing in Medical Imaging, 2021

2020
Keypoint Transfer for Fast Whole-Body Segmentation.
IEEE Trans. Medical Imaging, 2020

Correction to "Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT".
IEEE Trans. Medical Imaging, 2020

Exploiting Epistemic Uncertainty of Anatomy Segmentation for Anomaly Detection in Retinal OCT.
IEEE Trans. Medical Imaging, 2020

Cross-species functional alignment reveals evolutionary hierarchy within the connectome.
NeuroImage, 2020

Joint embedding: A scalable alignment to compare individuals in a connectivity space.
NeuroImage, 2020

Unsupervised deep clustering for predictive texture pattern discovery in medical images.
CoRR, 2020

Separation of target anatomical structure and occlusions in chest radiographs.
CoRR, 2020

Automatic lung segmentation in routine imaging is a data diversity problem, not a methodology problem.
CoRR, 2020

The effects of skin lesion segmentation on the performance of dermatoscopic image classification.
Comput. Methods Programs Biomed., 2020

Dynamic Memory to Alleviate Catastrophic Forgetting in Continuous Learning Settings.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

2019
Causability and explainability of artificial intelligence in medicine.
WIREs Data Mining Knowl. Discov., 2019

Unsupervised Identification of Disease Marker Candidates in Retinal OCT Imaging Data.
IEEE Trans. Medical Imaging, 2019

f-AnoGAN: Fast unsupervised anomaly detection with generative adversarial networks.
Medical Image Anal., 2019

Towards quantitative imaging biomarkers of tumor dissemination: A multi-scale parametric modeling of multiple myeloma.
Medical Image Anal., 2019

Quantifying Residual Motion Artifacts in Fetal fMRI Data.
Proceedings of the Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image Analysis, 2019

Reproducibility of Functional Connectivity Estimates in Motion Corrected Fetal fMRI.
Proceedings of the Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image Analysis, 2019

Using Cyclegans for Effectively Reducing Image Variability Across OCT Devices and Improving Retinal Fluid Segmentation.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

2018
Fully Automated Segmentation of Hyperreflective Foci in Optical Coherence Tomography Images.
CoRR, 2018

Detecting Bone Lesions in Multiple Myeloma Patients Using Transfer Learning.
Proceedings of the Data Driven Treatment Response Assessment - and - Preterm, Perinatal, and Paediatric Image Analysis, 2018

Predicting Future Bone Infiltration Patterns in Multiple Myeloma.
Proceedings of the Patch-Based Techniques in Medical Imaging, 2018

WGAN Latent Space Embeddings for Blast Identification in Childhood Acute Myeloid Leukaemia.
Proceedings of the 24th International Conference on Pattern Recognition, 2018

2017
Predicting Macular Edema Recurrence from Spatio-Temporal Signatures in Optical Coherence Tomography Images.
IEEE Trans. Medical Imaging, 2017

Segmentation of Skeleton and Organs in Whole-Body CT Images via Iterative Trilateration.
IEEE Trans. Medical Imaging, 2017

Diffeomorphic functional brain surface alignment: Functional demons.
NeuroImage, 2017

Analysis of the three-dimensional anatomical variance of the distal radius using 3D shape models.
BMC Medical Imaging, 2017

Assessing Reorganisation of Functional Connectivity in the Infant Brain.
Proceedings of the Fetal, Infant and Ophthalmic Medical Image Analysis, 2017

Mapping Multi-Modal Routine Imaging Data to a Single Reference via Multiple Templates.
Proceedings of the Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support, 2017

Multivariate Manifold Modelling of Functional Connectivity in Developing Language Networks.
Proceedings of the Information Processing in Medical Imaging, 2017

Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery.
Proceedings of the Information Processing in Medical Imaging, 2017

Retrieval of Medical Cases for Diagnostic Decisions: VISCERAL Retrieval Benchmark.
Proceedings of the Cloud-Based Benchmarking of Medical Image Analysis, 2017

Datasets Created in VISCERAL.
Proceedings of the Cloud-Based Benchmarking of Medical Image Analysis, 2017

Annotating Medical Image Data.
Proceedings of the Cloud-Based Benchmarking of Medical Image Analysis, 2017

Ethical and Privacy Aspects of Using Medical Image Data.
Proceedings of the Cloud-Based Benchmarking of Medical Image Analysis, 2017

2016
Cloud-Based Evaluation of Anatomical Structure Segmentation and Landmark Detection Algorithms: VISCERAL Anatomy Benchmarks.
IEEE Trans. Medical Imaging, 2016

Automated Fovea Detection in Spectral Domain Optical Coherence Tomography Scans of Exudative Macular Disease.
Int. J. Biomed. Imaging, 2016

Identifying and Categorizing Anomalies in Retinal Imaging Data.
CoRR, 2016

Improve synthetic retinal OCT images with present of pathologies and textural information.
Proceedings of the Medical Imaging 2016: Image Processing, 2016

Geodesic denoising for optical coherence tomography images.
Proceedings of the Medical Imaging 2016: Image Processing, 2016

Modeling Fetal Cortical Expansion Using Graph-Regularized Gompertz Models.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

Unsupervised Identification of Clinically Relevant Clusters in Routine Imaging Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016, 2016

2015
Disrupted developmental organization of the structural connectome in fetuses with corpus callosum agenesis.
NeuroImage, 2015

User-oriented evaluation of a medical image retrieval system for radiologists.
Int. J. Medical Informatics, 2015

Automated retinal fovea type distinction in spectral-domain optical coherence tomography of retinal vein occlusion.
Proceedings of the Medical Imaging 2015: Image Processing, 2015

Trabecular bone class mapping across resolutions: translating methods from HR-pQCT to clinical CT.
Proceedings of the Medical Imaging 2015: Image Processing, 2015

Rotation invariant eigenvessels and auto-context for retinal vessel detection.
Proceedings of the Medical Imaging 2015: Image Processing, 2015

Overview of the 2015 Workshop on Medical Computer Vision - Algorithms for Big Data (MCV 2015).
Proceedings of the Medical Computer Vision: Algorithms for Big Data, 2015

Predicting Activation Across Individuals with Resting-State Functional Connectivity Based Multi-Atlas Label Fusion.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015, 2015

Creating a Large-Scale Silver Corpus from Multiple Algorithmic Segmentations.
Proceedings of the Medical Computer Vision: Algorithms for Big Data, 2015

Overview of the VISCERAL Challenge at ISBI 2015.
Proceedings of the VISCERAL Anatomy3 Organ Segmentation Challenge co-located with IEEE International Symposium on Biomedical Imaging (ISBI 2015), 2015

Keypoint Transfer Segmentation.
Proceedings of the Information Processing in Medical Imaging, 2015

Spatio-Temporal Signatures to Predict Retinal Disease Recurrence.
Proceedings of the Information Processing in Medical Imaging, 2015

Predicting Semantic Descriptions from Medical Images with Convolutional Neural Networks.
Proceedings of the Information Processing in Medical Imaging, 2015

Multi-subject Manifold Alignment of Functional Network Structures via Joint Diagonalization.
Proceedings of the Information Processing in Medical Imaging, 2015

Overview of the VISCERAL Retrieval Benchmark 2015.
Proceedings of the Multimodal Retrieval in the Medical Domain, 2015

Overview of the First Workshop of Muldimodal Retrieval in the Medical Domain (MRMD 2015).
Proceedings of the Multimodal Retrieval in the Medical Domain, 2015

Workshop Multimodal Retrieval in the Medical Domain (MRMD) 2015.
Proceedings of the Advances in Information Retrieval, 2015

Mapping visual features to semantic profiles for retrieval in medical imaging.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

Anatomical triangulation: from sparse landmarks to dense annotation of the skeleton in CT images.
Proceedings of the British Machine Vision Conference 2015, 2015

2014
Structure-Based Neuron Retrieval Across Drosophila Brains.
Neuroinformatics, 2014

Decoupling function and anatomy in atlases of functional connectivity patterns: Language mapping in tumor patients.
NeuroImage, 2014

A spatio-temporal latent atlas for semi-supervised learning of fetal brain segmentations and morphological age estimation.
Medical Image Anal., 2014

A Visual Information Retrieval System for Radiology Reports and the Medical Literature.
Proceedings of the MultiMedia Modeling - 20th Anniversary International Conference, 2014

Longitudinal Alignment of Disease Progression in Fibrosing Interstitial Lung Disease.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

A Locally Linear Method for Enforcing Temporal Smoothness in Serial Image Registration.
Proceedings of the Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data, 2014

Unsupervised Pre-training Across Image Domains Improves Lung Tissue Classification.
Proceedings of the Medical Computer Vision: Algorithms for Big Data, 2014

Overview of the 2014 Workshop on Medical Computer Vision - Algorithms for Big Data (MCV 2014).
Proceedings of the Medical Computer Vision: Algorithms for Big Data, 2014

Motion Artefact Correction in Retinal Optical Coherence Tomography Using Local Symmetry.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Khresmoi Professional: Multilingual, Multimodal Professional Medical Search.
Proceedings of the Advances in Information Retrieval, 2014

2013
Whole-body anatomy localization via classification and regression forests.
Medical Image Anal., 2013

Global localization of 3D anatomical structures by pre-filtered Hough Forests and discrete optimization.
Medical Image Anal., 2013

Predicting Treatment Response from Resting State fMRI Data: Comparison of Parcellation Approaches.
Proceedings of the International Workshop on Pattern Recognition in Neuroimaging, 2013

Overview of the 2013 Workshop on Medical Computer Vision (MCV 2013).
Proceedings of the Medical Computer Vision. Large Data in Medical Imaging, 2013

Constructing an Un-biased Whole Body Atlas from Clinical Imaging Data by Fragment Bundling.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013


Cloud-Based Evaluation Framework for Big Data.
Proceedings of the Future Internet, 2013

2012
VISCERAL: Towards Large Data in Medical Imaging - Challenges and Directions.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2012

Fast Anatomical Structure Localization Using Top-Down Image Patch Regression.
Proceedings of the Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging, 2012

Visualizing changes in vessel wall dynamics due to stent-grafting in the aortic arch.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012

Bringing the Algorithms to the Data: Cloud-Based Benchmarking for Medical Image Analysis.
Proceedings of the Information Access Evaluation. Multilinguality, Multimodality, and Visual Analytics, 2012

2011
Detecting stable distributed patterns of brain activation using Gini contrast.
NeuroImage, 2011

Learning deformation and structure simultaneously: In situ endograft deformation analysis.
Medical Image Anal., 2011

Special issue on Optimization for vision, graphics and medical imaging: Theory and applications.
Comput. Vis. Image Underst., 2011

Superpixel-Based Interest Points for Effective Bags of Visual Words Medical Image Retrieval.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2011

Evaluation of Fast 2D and 3D Medical Image Retrieval Approaches Based on Image Miniatures.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2011

Texture Bags: Anomaly Retrieval in Medical Images Based on Local 3D-Texture Similarity.
Proceedings of the Medical Content-Based Retrieval for Clinical Decision Support, 2011

Learning an Atlas of a Cognitive Process in Its Functional Geometry.
Proceedings of the Information Processing in Medical Imaging, 2011

2010
Generalized sparse MRF appearance models.
Image Vis. Comput., 2010

Automatic image-based assessment of lesion development during hemangioma follow-up examinations.
Artif. Intell. Medicine, 2010

Functional Geometry Alignment and Localization of Brain Areas.
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010

Localization of 3D Anatomical Structures Using Random Forests and Discrete Optimization.
Proceedings of the Medical Computer Vision. Recognition Techniques and Applications in Medical Imaging, 2010

Texture analysis in quantitative osteoporosis assessment: characterizing microarchitecture.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Evaluating deformation patterns of the thoracic aorta in gated CTA sequences.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

Texture Analysis in Quantitative Osteoporosis Assessment.
Proceedings of the Bildverarbeitung für die Medizin 2010 - Algorithmen - Systeme, 2010

2009
Automatic Quantification of Joint Space Narrowing and Erosions in Rheumatoid Arthritis.
IEEE Trans. Medical Imaging, 2009

Left Ventricle Segmentation Using Diffusion Wavelets and Boosting.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Weakly Supervised Group-Wise Model Learning Based on Discrete Optimization.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

Atlas-Based Deformable Mutual Population Segmentation.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Unsupervised Classification of Skeletal Fibers Using Diffusion Maps.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Wavelet-Driven Knowledge-Based MRI Calf Muscle Segmentation.
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009

Hierarchical 3D diffusion wavelet shape priors.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Classification of tensors and fiber tracts using Mercer-kernels encoding soft probabilistic spatial and diffusion information.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Shape priors and discrete MRFs for knowledge-based segmentation.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

2008
Task-Specific Functional Brain Geometry from Model Maps.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2008

Group-wise MDL based registration of small animals in video sequences.
Proceedings of the 2008 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2008

Modeling the structure of multivariate manifolds: Shape maps.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

Sparsity, redundancy and optimal image support towards knowledge-based segmentation.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
Multiple appearance models.
Pattern Recognit., 2007

A comparision of model-based methods for knee cartilage segmentation.
Proceedings of the VISAPP 2007: Proceedings of the Second International Conference on Computer Vision Theory and Applications, Barcelona, Spain, March 8-11, 2007, 2007

Robust Autonomous Model Learning from 2D and 3D Data Sets.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2007, 10th International Conference, Brisbane, Australia, October 29, 2007

Object Localization Based on Markov Random Fields and Symmetry Interest Points.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2007, 10th International Conference, Brisbane, Australia, October 29, 2007

Motion Analysis of Endovascular Stent-Grafts by MDL Based Registration.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Local Structure Detection with Orientation-invariant Radial Configuration.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Sparse MRF Appearance Models for Fast Anatomical Structure Localisation.
Proceedings of the British Machine Vision Conference 2007, 2007

2006
Fast Active Appearance Model Search Using Canonical Correlation Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

Automatic Surveying of Cutaneous Hemangiomas.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

3D and Infrared Face Reconstruction from RGB data using Canonical Correlation Analysis.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Active Feature Models.
Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

2005
Vision pyramids that do not grow too high.
Pattern Recognit. Lett., 2005

Optimal Sub-Shape Models by Minimum Description Length.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

A Clique of Active Appearance Models by Minimum Description Length.
Proceedings of the British Machine Vision Conference 2005, Oxford, UK, September 2005, 2005

A Robust Matching Algorithm for Active Appearance Models.
Proceedings of the Bildverarbeitung für die Medizin 2005, Algorithmen - Systeme, 2005

2004
Building and Registering Parameterized 3D Models of Vessel Trees for Visualization during Intervention.
Proceedings of the 17th International Conference on Pattern Recognition, 2004

2003
ASM Driven Snakes in Rheumatoid Arthritis Assessment.
Proceedings of the Image Analysis, 13th Scandinavian Conference, 2003

Stroke Segmentation in Infrared Reflectograms.
Proceedings of the Image Analysis, 13th Scandinavian Conference, 2003

Determining Position and Fine Shape Detail in Radiological Anatomy.
Proceedings of the Pattern Recognition, 2003

Stroke Boundary Analysis for Identification of Drawing Tools.
Proceedings of the Progress in Pattern Recognition, 2003

2002
Hierarchical Top Down Enhancement of Robust PCA.
Proceedings of the Structural, 2002

Logarithmic Tapering Graph Pyramid.
Proceedings of the Pattern Recognition, 2002


  Loading...