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Jelmer Jukema
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2020 – today
- 2025
- [j4]Carolus H. J. Kusters
, Tim J. M. Jaspers
Will Transformers change gastrointestinal endoscopic image analysis? A comparative analysis between CNNs and Transformers, in terms of performance, robustness and generalization. Medical Image Anal. 99: 103348 (2025) - 2024
- [j3]Tim J. M. Jaspers
Robustness evaluation of deep neural networks for endoscopic image analysis: Insights and strategies. Medical Image Anal. 94: 103157 (2024) - [j2]Tim Boers
Foundation models in gastrointestinal endoscopic AI: Impact of architecture, pre-training approach and data efficiency. Medical Image Anal. 98: 103298 (2024) - 2023
- [c8]T. G. W. Boers, Carolus H. J. Kusters
Barrett's lesion detection using a minimal integer-based neural network for embedded systems integration. Computer-Aided Diagnosis 2023 - [c7]Carolus H. J. Kusters
Real-time Barrett's neoplasia characterization in NBI videos using an int8-based quantized neural network. Computer-Aided Diagnosis 2023 - [c6]Carolus H. J. Kusters
CNNs vs. Transformers: Performance and Robustness in Endoscopic Image Analysis. AMAI@MICCAI 2023: 21-31 - [c5]Tim J. M. Jaspers
Investigating the Impact of Image Quality on Endoscopic AI Model Performance. AMAI@MICCAI 2023: 32-41 - 2022
- [c4]Fidan Mammadli, Fons van der Sommen, Tim Boers, Joost van der Putten, Kiki N. Fockens, Jelmer B. Jukema, Martijn R. Jong, Jacques J. G. H. M. Bergman, Peter H. N. de With:
Efficient endoscopic frame informativeness assessment by reusing the encoder of the primary CAD task. Computer-Aided Diagnosis 2022 - [c3]Carolus H. J. Kusters
A CAD System for Real-Time Characterization of Neoplasia in Barrett's Esophagus NBI Videos. CaPTion@MICCAI 2022: 89-98 - [c2]T. G. W. Boers, Carolus H. J. Kusters
Comparing Training Strategies Using Multi-Assessor Segmentation Labels for Barrett's Neoplasia Detection. CaPTion@MICCAI 2022: 131-138 - 2021
- [c1]Stefan Cornelissen
Evaluating Self-Supervised Learning Methods for Downstream Classification of Neoplasia in Barrett's Esophagus. ICIP 2021: 66-70 - 2020
- [j1]Tim Boers, Joost van der Putten
Improving Temporal Stability and Accuracy for Endoscopic Video Tissue Classification Using Recurrent Neural Networks. Sensors 20(15): 4133 (2020)
Coauthor Index
aka: Jacques J. G. H. M. Bergman
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