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Journal Articles
- 2024
[j7]Luis Antônio de Souza
, Leandro A. Passos, Marcos Cleison S. Santana, Robert Mendel, David Rauber, Alanna Ebigbo, Andreas Probst, Helmut Messmann, João Paulo Papa, Christoph Palm:
Layer-selective deep representation to improve esophageal cancer classification. Medical Biol. Eng. Comput. 62(11): 3355-3372 (2024)- [j6]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): 10445-10459 (2024) - 2023
- [j5]Robert Mendel, David Rauber, Luis Antônio de Souza, João P. Papa, Christoph Palm:
Error-Correcting Mean-Teacher: Corrections instead of consistency-targets applied to semi-supervised medical image segmentation. Comput. Biol. Medicine 154: 106585 (2023) - 2021
- [j4]Luis Antônio de Souza Júnior, 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: 104578 (2021) - 2020
- [j3]Luis Antônio de Souza Júnior, 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: 104029 (2020) - 2019
- [j2]Leandro A. Passos, Luis Antônio de Souza Júnior, 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: 475-485 (2019) - 2018
- [j1]Luis Antônio 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: 203-213 (2018)
Conference and Workshop Papers
- 2023
- [c7]Robert Mendel, David Rauber, Christoph Palm:
Exploring the Effects of Contrastive Learning on Homogeneous Medical Image Data. Bildverarbeitung für die Medizin 2023: 128-133 - 2022
- [c6]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: 115-120 - 2021
- [c5]Robert Mendel, Luis Antônio de Souza Júnior, David Rauber, João Paulo Papa, Christoph Palm:
Abstract: Semi-supervised Segmentation Based on Error-correcting Supervision. Bildverarbeitung für die Medizin 2021: 178 - [c4]Luis Antônio 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: 205-210 - 2020
- [c3]Robert Mendel, Luis Antônio de Souza, David Rauber, João Paulo Papa, Christoph Palm:
Semi-supervised Segmentation Based on Error-Correcting Supervision. ECCV (29) 2020: 141-157 - 2018
- [c2]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: 166-173 - 2017
- [c1]Robert Mendel, Alanna Ebigbo, Andreas Probst, Helmut Messmann, Christoph Palm:
Barrett's Esophagus Analysis Using Convolutional Neural Networks. Bildverarbeitung für die Medizin 2017: 80-85
Informal and Other Publications
- 2024
- [i3]Robert Mendel, Tobias Rueckert, Dirk Wilhelm, Daniel Rueckert, Christoph Palm:
Motion-Corrected Moving Average: Including Post-Hoc Temporal Information for Improved Video Segmentation. CoRR abs/2403.03120 (2024) - 2021
- [i2]Luis Antônio de Souza Júnior, 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 abs/2101.07209 (2021) - 2020
- [i1]Max Allan, Satoshi Kondo, Sebastian Bodenstedt, Stefan Leger, Rahim Kadkhodamohammadi, Imanol Luengo, Félix Fuentes-Hurtado, Evangello Flouty, Ahmed Kedir Mohammed, Marius Pedersen, Avinash Kori, Alex Varghese, Ganapathy Krishnamurthi, David Rauber, Robert Mendel, Christoph Palm, Sophia Bano, Guinther Saibro, Chi-Sheng Shih, Hsun-An Chiang, Juntang Zhuang, Junlin Yang, Vladimir Iglovikov, Anton Dobrenkii, Madhu Reddiboina, Anubhav Reddy, Xingtong Liu, Cong Gao, Mathias Unberath, Mahdi Azizian, Danail Stoyanov, Lena Maier-Hein, Stefanie Speidel:
2018 Robotic Scene Segmentation Challenge. CoRR abs/2001.11190 (2020)
Coauthor Index
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