Helmut Messmann

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 14

Top Topics

Visual Representations

Automatic Segmentation

Convolutional Neural Networks

Top Venues

Bildverarbeitung für die Medizin

Comput. Biol. Medicine

Neural Comput. Appl.

ACM Trans. Manag. Inf. Syst.

Publications

Luis Antônio de Souza Júnior, André G. C. Pacheco, Leandro A. Passos, Marcos C. S. Santana, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João Paulo Papa
DeepCraftFuse: visual and deeply-learnable features work better together for esophageal cancer detection in patients with Barrett's esophagus. Neural Comput. Appl. 36 (18) (2024)
Christina C. Bartenschlager, Stefanie S. Ebel, Sebastian Kling, Janne Vehreschild, Lutz T. Zabel, Christoph Spinner, Andreas Schuler, Axel R. Heller, Stefan Borgmann, Reinhard Hoffmann, Siegbert Rieg, Helmut Messmann, Martin Hower, Jens O. Brunner, Frank Hanses, Christoph Römmele
COVIDAL: A Machine Learning Classifier for Digital COVID-19 Diagnosis in German Hospitals. ACM Trans. Manag. Inf. Syst. 14 (2) (2023)
David Rauber, Robert Mendel, Markus W. Scheppach, Alanna Ebigbo, Helmut Messmann, Christoph Palm
Analysis of Celiac Disease with Multimodal Deep Learning. Bildverarbeitung für die Medizin (2022)
Christina C. Bartenschlager, Ramona Frey, Marie Freitag, Johanna-Maria Classen, Helmut Messmann, Jens O. Brunner, Selin Temizel, Christoph Römmele
Managing hospital visitor admission during Covid-19: A discrete-event simulation by the data of a German University Hospital. HICSS (2022)
Luis Antônio de Souza Junior, Luis C. S. Afonso, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Robert Mendel, Christoph Palm, João P. Papa
Learning Visual Representations with Optimum-Path Forest and its Applications to Barrett's Esophagus and Adenocarcinoma Diagnosis. CoRR (2021)
Helmut Messmann
Artificial Intelligence in Endoscopy. Bildverarbeitung für die Medizin (2021)
Luis Antonio De Souza, Leandro A. Passos, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João Paulo Papa
Fine-tuning Generative Adversarial Networks using Metaheuristics - A Case Study on Barrett's Esophagus Identification. Bildverarbeitung für die Medizin (2021)
Luis Antônio de Souza Junior, Robert Mendel, Sophia Strasser, Alanna Ebigbo, Andreas Probst, Helmut Messmann, João P. Papa, Christoph Palm
Convolutional Neural Networks for the evaluation of cancer in Barrett's esophagus: Explainable AI to lighten up the black-box. Comput. Biol. Medicine 135 (2021)
Luis Antonio De Souza, Luis Claudio Sugi Afonso, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Robert Mendel, Christian Hook, Christoph Palm, João P. Papa
Learning visual representations with optimum-path forest and its applications to Barrett's esophagus and adenocarcinoma diagnosis. Neural Comput. Appl. 32 (3) (2020)
Luis Antônio de Souza Junior, Leandro A. Passos, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João P. Papa
Assisting Barrett's esophagus identification using endoscopic data augmentation based on Generative Adversarial Networks. Comput. Biol. Medicine 126 (2020)
Leandro A. Passos, Luis Antônio de Souza Junior, Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm, João Paulo Papa
Barrett's esophagus analysis using infinity Restricted Boltzmann Machines. J. Vis. Commun. Image Represent. 59 (2019)
Luis Antonio De Souza, Christoph Palm, Robert Mendel, Christian Hook, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Silke A. T. Weber, João P. Papa
A survey on Barrett's esophagus analysis using machine learning. Comput. Biol. Medicine 96 (2018)
Luis Souza, Alanna Ebigbo, Andreas Probst, Helmut Messmann, João Paulo Papa, Robert Mendel, Christoph Palm
Barrett's Esophagus Identification Using Color Co-Occurrence Matrices. SIBGRAPI (2018)
Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm
Barrett's Esophagus Analysis Using Convolutional Neural Networks. Bildverarbeitung für die Medizin (2017)