Beat P. Müller-Stich

Orcid: 0000-0002-8552-8538

Affiliations:
  • Heidelberg University Hospital, Department of General, Visceral and Transplant Surgery, Germany


According to our database1, Beat P. Müller-Stich authored at least 92 papers between 2007 and 2023.

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Bibliography

2023
Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
Medical Image Anal., May, 2023

Beyond rankings: Learning (more) from algorithm validation.
Medical Image Anal., May, 2023

Interactive visual exploration of surgical process data.
Int. J. Comput. Assist. Radiol. Surg., January, 2023

Challenges in Multi-centric Generalization: Phase and Step Recognition in Roux-en-Y Gastric Bypass Surgery.
CoRR, 2023

Semantic Segmentation of Surgical Hyperspectral Images Under Geometric Domain Shifts.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Abstract: Tattoo-Tomographie - Freihand-3D-Photoakustik und multimodale Bildfusion.
Proceedings of the Bildverarbeitung für die Medizin 2023, 2023

2022
A Delphi consensus statement for digital surgery.
npj Digit. Medicine, 2022

Robust deep learning-based semantic organ segmentation in hyperspectral images.
Medical Image Anal., 2022

Surgical data science - from concepts toward clinical translation.
Medical Image Anal., 2022

Correction to: Robust hand tracking for surgical telestration.
Int. J. Comput. Assist. Radiol. Surg., 2022

Robust hand tracking for surgical telestration.
Int. J. Comput. Assist. Radiol. Surg., 2022

Stay Focused - Enhancing Model Interpretability Through Guided Feature Training.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

LapSeg3D: Weakly Supervised Semantic Segmentation of Point Clouds Representing Laparoscopic Scenes.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2022

2021
Comparative validation of multi-instance instrument segmentation in endoscopy: Results of the ROBUST-MIS 2019 challenge.
Medical Image Anal., 2021

Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark.
CoRR, 2021

How can we learn (more) from challenges? A statistical approach to driving future algorithm development.
CoRR, 2021

Machine learning-based analysis of hyperspectral images for automated sepsis diagnosis.
CoRR, 2021

Tattoo tomography: Freehand 3D photoacoustic image reconstruction with an optical pattern.
Int. J. Comput. Assist. Radiol. Surg., 2021

Cooperative Assistance in Robotic Surgery through Multi-Agent Reinforcement Learning.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2021

2020
Surgical Data Science - from Concepts to Clinical Translation.
CoRR, 2020

Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room.
CoRR, 2020

Robust Medical Instrument Segmentation Challenge 2019.
CoRR, 2020

Towards augmented reality-based suturing in monocular laparoscopic training.
Proceedings of the Medical Imaging 2020: Image-Guided Procedures, 2020

2019
Prediction of laparoscopic procedure duration using unlabeled, multimodal sensor data.
Int. J. Comput. Assist. Radiol. Surg., 2019

Active learning using deep Bayesian networks for surgical workflow analysis.
Int. J. Comput. Assist. Radiol. Surg., 2019

Out of Distribution Detection for Intra-operative Functional Imaging.
Proceedings of the Uncertainty for Safe Utilization of Machine Learning in Medical Imaging and Clinical Image-Based Procedures, 2019

2018
Prediction of laparoscopic procedure duration using unlabeled, multimodal sensor data.
CoRR, 2018

Real-time image-based instrument classification for laparoscopic surgery.
CoRR, 2018

Surgical Data Science: A Consensus Perspective.
CoRR, 2018

Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery.
CoRR, 2018

Exploiting the potential of unlabeled endoscopic video data with self-supervised learning.
Int. J. Comput. Assist. Radiol. Surg., 2018

IMHOTEP: virtual reality framework for surgical applications.
Int. J. Comput. Assist. Radiol. Surg., 2018

2017
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning.
CoRR, 2017

What does it all mean? Capturing Semantics of Surgical Data and Algorithms with Ontologies.
CoRR, 2017

Unsupervised temporal context learning using convolutional neural networks for laparoscopic workflow analysis.
CoRR, 2017

Projective biomechanical depth matching for soft tissue registration in laparoscopic surgery.
Int. J. Comput. Assist. Radiol. Surg., 2017

Tutorial: Hands-On Workshop Minimal Invasive Chirurgie (MIC).
Proceedings of the Bildverarbeitung für die Medizin 2017 - Algorithmen - Systeme, 2017

2016
Toward cognitive pipelines of medical assistance algorithms.
Int. J. Comput. Assist. Radiol. Surg., 2016

Successful learning of surgical liver anatomy in a computer-based teaching module.
Int. J. Comput. Assist. Radiol. Surg., 2016

Bridging the gap between formal and experience-based knowledge for context-aware laparoscopy.
Int. J. Comput. Assist. Radiol. Surg., 2016

Erratum to: LapOntoSPM: an ontology for laparoscopic surgeries and its application to surgical phase recognition.
Int. J. Comput. Assist. Radiol. Surg., 2016

Image-based laparoscopic bowel measurement.
Int. J. Comput. Assist. Radiol. Surg., 2016

Robust endoscopic pose estimation for intraoperative organ-mosaicking.
Proceedings of the Medical Imaging 2016: Image Processing, 2016

Superpixel-based structure classification for laparoscopic surgery.
Proceedings of the Medical Imaging 2016: Image-Guided Procedures, Robotic Interventions, and Modeling, San Diego, California, United States, 27 February, 2016

Deep Disparity - Deep Learning für maßgeschneiderte endoskopische Stereo-Rekonstruktionen.
Proceedings of the 15. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, September 29, 2016

Temporale Kontextvorhersage für die laparoskopische Phasenerkennung.
Proceedings of the 15. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, September 29, 2016

2015
LapOntoSPM: an ontology for laparoscopic surgeries and its application to surgical phase recognition.
Int. J. Comput. Assist. Radiol. Surg., 2015

Knowledge-based workspace optimization of a redundant robot for minimally invasive robotic surgery (MIRS).
Proceedings of the 2015 IEEE International Conference on Robotics and Biomimetics, 2015

Image-based tracking of the suturing needle during laparoscopic interventions.
Proceedings of the Medical Imaging 2015: Image-Guided Procedures, 2015

Intraoperative on-the-fly organ-mosaicking for laparoscopic surgery.
Proceedings of the Medical Imaging 2015: Image-Guided Procedures, 2015

Towards data-driven analysis of perioperative surgical treatment processes.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

Surgical Treatment Model for Context Aware Assistance Systems in Perioperative Surgical Treatment.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

Quantitative Laparoscopy for Bowel Length Measurement in Bariatric Surgery - a Translational Study.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

First Surgical Experience with a Learning Robot for Camera Guidance in Cognition-Guided Laparoscopic Surgery: a Phantom Study.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

Wissensbasierter Ansatz zur Platzierung der Roboterbasisposition für die roboterunterstützte minimal-invasive Chirurgie.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

Strukturidentifikation mittels Superpixel in der Laparoskopie.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

Wissensbasierte Assistenzrobotik: Autonome Endoskopführung basierend auf Lernen von räumlichem Know-How.
Proceedings of the 14. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2015

2014
Comparative Validation of Single-Shot Optical Techniques for Laparoscopic 3-D Surface Reconstruction.
IEEE Trans. Medical Imaging, 2014

Visual tracking of da Vinci instruments for laparoscopic surgery.
Proceedings of the Medical Imaging 2014: Image-Guided Procedures, 2014

Model-based formalization of medical knowledge for context-aware assistance in laparoscopic surgery.
Proceedings of the Medical Imaging 2014: Image-Guided Procedures, 2014

Knowledge-Driven Formalization of Laparoscopic Surgeries for Rule-Based Intraoperative Context-Aware Assistance.
Proceedings of the Information Processing in Computer-Assisted Interventions, 2014

2013
Context-aware Augmented Reality in laparoscopic surgery.
Comput. Medical Imaging Graph., 2013

Robust feature tracking for endoscopic pose estimation and structure recovery.
Proceedings of the Medical Imaging 2013: Image-Guided Procedures, 2013

Ontology-based prediction of surgical events in laparoscopic surgery.
Proceedings of the Medical Imaging 2013: Image-Guided Procedures, 2013

Towards Cognitive Medical Robotics in Minimal Invasive Surgery.
Proceedings of the Advances In Robotics 2013, 2013

2012
Fusion of intraoperative force sensoring, surface reconstruction and biomechanical modeling.
Proceedings of the Medical Imaging 2012: Image-Guided Procedures, 2012

HELIOS - Heidelberg Laparoscopic Intervention and Operation Simulator.
Proceedings of the 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2012

Navigierte Laparoskopische Rektumchirurgie: Einfluss der Sensorplatzierung und Organgeometrie auf die Genauigkeit des elektromagnetischen Organtrackings.
Proceedings of the 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2012

Volumenänderung der Leber im Schweinemodell für Operationsplanung und intraoperativ Computerassistenz.
Proceedings of the 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2012

Das Graduiertenkolleg 1126 "Entwicklung neuer computerbasierter Methoden für den Arbeitsplatz der Zukunft in der Weichteilchirurgie".
Proceedings of the 11. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2012

2011
From stereo image sequences to smooth and robust surface models using temporal information and Bilateral postprocessing.
Proceedings of the 2011 IEEE International Conference on Robotics and Biomimetics, 2011

Real-time surface reconstruction from stereo endoscopic images for intraoperative registration.
Proceedings of the Medical Imaging 2011: Visualization, 2011

An intelligent and autonomous endoscopic guidance system for minimally invasive surgery.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

Konstruktion einer Wissensbasis für die minimal invasive Pankreaschirurgie.
Proceedings of the 10. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2011

Oberflächenrekonstruktion für minimal-invasive Navigationssysteme.
Proceedings of the 10. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2011

Entwicklung und Evaluation eines Trainingsmodells für die Periduralkatheteranlage mit elektronischem Lern- und Trainingsprogramm.
Proceedings of the 10. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2011

2010
Intuitive Visualisierung von Zielregionen in der minimal invasiven Chirurgie mittels projektorbasierter Erweiterter Realität.
Proceedings of the 9. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2010

Optimierung der Anfangskonfiguration eines Telemanipulatorsystems.
Proceedings of the 9. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2010

Modellbasierte intraoperative Registrierung von Weichgewebe für ein chirurgisches Assistenzsystem.
Proceedings of the 9. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2010

Respiratory Organ Motion of the Esophagus and Motion Correlation with Skin Markers in a Porcine Model for Image-Guided Procedures.
Proceedings of the 9. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2010

Evaluation of a Navigation System for Minimally Invasive Esophagectomy in a Porcine Model.
Proceedings of the 9. Jahrestagung der Deutschen Gesellschaft für Computer- und Roboterassistierte Chirurgie, 2010

2009
Estimating Similarity of Surgical Situations with Case-Retrieval-Nets.
Proceedings of the Medicine Meets Virtual Reality 17 - NextMed: Design for/the Well Being, 2009

Recognition of surgical skills using hidden Markov models.
Proceedings of the Medical Imaging 2009: Visualization, 2009

Automatic classification of minimally invasive instruments based on endoscopic image sequences.
Proceedings of the Medical Imaging 2009: Visualization, 2009

2008
Soft tissue navigation for laparoscopic partial nephrectomy.
Int. J. Comput. Assist. Radiol. Surg., 2008

Augmented Reality Assistance for Realization of Incision Planning and Model-based Analysis of the Modified Surface Model.
Proceedings of the Medicine Meets Virtual Reality 16, 2008

Recognition of risk situations based on endoscopic instrument tracking and knowledge based situation modeling.
Proceedings of the Medical Imaging 2008: Visualization, 2008

Magnetisches Tracking für die Navigation mit dem da Vinci Surgical System.
Proceedings of the Bildverarbeitung für die Medizin 2008, 2008

2007
MEDIASSIST: medical assistance for intraoperative skill transfer in minimally invasive surgery using augmented reality.
Proceedings of the Medical Imaging 2007: Visualization and Image-Guided Procedures, 2007

In-vitro evaluation of a novel needle-based soft tissue navigation system with a respiratory liver motion simulator.
Proceedings of the Medical Imaging 2007: Visualization and Image-Guided Procedures, 2007

Soft tissue navigation for laparoscopic prostatectomy: evaluation of camera pose estimation for enhanced visualization.
Proceedings of the Medical Imaging 2007: Visualization and Image-Guided Procedures, 2007

Navigation in der minimal-invasiven Prostatachirurgie.
Proceedings of the Bildverarbeitung für die Medizin 2007, 2007


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