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Papers matching “deep learning training data” 210

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Privacy-Preserving Deep Learning for the Detection of Protected Health Information in Real-World Data: Comparative Evaluation
2020 JMIR Formative Research article Computer Science Privacy-Preserving Technologies in Data Open access

Sven Festag, Cord Spreckelsen

12

citations
On data and knowledge transfer efficiency in deep learning
2025 RWTH Publications (RWTH Aachen) dissertation Computer Science Domain Adaptation and Few-Shot Learning Open access

Alessio Quercia

0

citations
Bridging the sim2real gap: Training deep neural networks for heliostat detection with purely synthetic data
2025 Solar Energy article Computer Science Advanced Neural Network Applications Open access

Rafal Broda, Alexander Schnerring, Dominik Schnaus, M. Nieslony, Julian J. Krauth, Marc Röger, +3 more

7

citations
Wind turbine feature detection using deep learning and synthetic data
2026 International Conference on Machine Vision conference-paper Computer Science Advanced Neural Network Applications Open access

Arash Shahirpour, Jakob Elias Gebler, Manuel Sanders, Tim Reuscher

0

citations
Superpixel segmentations for thin sections: evaluation of methods to enable the generation of machine learning training data sets
2021 preprint Computer Science Advanced Neural Network Applications Open access

Jiaxin Yu, Florian Wellmann, Simon Virgo, Marven von Domarus, Mingze Jiang, Joyce Schmatz, +1 more

2

citations
Superpixel segmentations for thin sections: Evaluation of methods to enable the generation of machine learning training data sets
2022 Computers & Geosciences article Computer Science Advanced Neural Network Applications Open access

Jiaxin Yu, Florian Wellmann, Simon Virgo, Marven von Domarus, Mingze Jiang, Joyce Schmatz, +1 more

30

citations
Fast body part segmentation and tracking of neonatal video data using deep learning
2020 Medical & Biological Engineering & Computing article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent

Christoph Hoog Antink, Joana Carlos Mesquita Ferreira, Michael Paul, Simon Lyra, Konrad Heimann, Srinivasa Karthik, +5 more

113

citations
Data-efficient Deep Reinforcement Learning for Vehicle Trajectory Control
2023 arXiv (Cornell University) preprint Computer Science Reinforcement Learning in Robotics Open access

Bernd Frauenknecht, Tobias Ehlgen, Sebastian Trimpe

0

citations
The Aachen Protocol for Deep Learning Histopathology: A hands-on guide for data preprocessing
2020 Zenodo (CERN European Organization for Nuclear Research) article Computer Science AI in cancer detection Open access

Hannah Sophie Muti, Chiara Maria Lavinia Loeffler, Amelie Echle, Lara Rosaline Heij, Roman David Buelow, Jeremias Krause, +8 more

29

citations
Segmentation of the iliac crest from CT-data for virtual surgical planning of facial reconstruction surgery using deep learning
2025 Scientific Reports article Computer Science Medical Image Segmentation Techniques Open access

Stefan Raith, Tobias Pankert, Srikrishna Jaganathan, Florian Peters, Mathias Wien, Frank Hölzle, +1 more

7

citations
Acoustic source localization by deep-learning attention-based modulation of microphone array data
2024 NDT & E International article Computer Science Direction-of-Arrival Estimation Techniques Open access

Georg Karl Kocur, Denny Thaler, Bernd A. Markert

9

citations
Deep learning-based instance segmentation on 3D laser triangulation data for inline monitoring of particle size distributions in construction and demolition waste recycling
2024 Resources Conservation and Recycling article Computer Science Advanced Neural Network Applications Open access

X. Wu, Nils Kroell, Kathrin Greiff

26

citations
Denoising low-field MR images with a deep learning algorithm based on simulated data from easily accessible open-source software
2024 Journal of Magnetic Resonance article Computer Science Image and Signal Denoising Methods Open access

Chloé Najac, Beatrice Lena, Thomas O’Reilly, Yiming Dong, Peter Börnert, Hieab H.H. Adams, +1 more

12

citations
Application of Deep Reinforcement Learning Control of an Inverted Hydraulic Pendulum
2023 International Journal of Fluid Power article Computer Science Reinforcement Learning in Robotics Open access

Faras Brumand‐Poor, Lovis Kauderer, Gunnar Matthiesen, Katharina Schmitz

8

citations
Multi-modal body part segmentation of infants using deep learning
2023 BioMedical Engineering OnLine article Computer Science Medical Image Segmentation Techniques Open access

Florian Voss, Noah Brechmann, Simon Lyra, Jöran Rixen, Steffen K. Leonhardt, Christoph Hoog Antink

11

citations
Turbocharger Control for Emission Reduction Based on Deep Reinforcement Learning
2023 IFAC-PapersOnLine article Computer Science Reinforcement Learning in Robotics Open access

Mario Picerno, Lucas Koch, Kevin Badalian, Sung-Yong Lee, Jakob Andert

6

citations
Deep learning detects genetic alterations in cancer histology generated by adversarial networks
2021 The Journal of Pathology article Computer Science AI in cancer detection Open access

Jeremias Krause, Heike Irmgard Grabsch, Matthias Kloor, Michael Adrian Jendrusch, Amelie Echle, Roman David Buelow, +10 more

85

citations
Influence of Image Quantization on the Sim-to-Real Gap of Synthetically Trained Deep Learning Models
2026 IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) conference-paper Computer Science Advanced Neural Network Applications Open access

Alexander Moriz, Meike Huber, Robert Heinrich Schmitt

0

citations
Data-Driven Qubit Characterization and Optimal Control using Deep Learning
2026 arXiv (Cornell University) preprint Computer Science Quantum Computing Algorithms and Architecture Open access

Paul Surrey, Julian D. Teske, Tobias Hangleiter, Hendrik Bluhm, Pascal Cerfontaine

0

citations
Data-Driven Qubit Characterization and Optimal Control using Deep Learning
2026 arXiv (Cornell University) preprint Computer Science Quantum Computing Algorithms and Architecture Open access

Paul Surrey, Julian D. Teske, Tobias Hangleiter, Hendrik Bluhm, Pascal Cerfontaine

0

citations
Speaker identification and localization using shuffled MFCC features and deep learning
2023 International Journal of Speech Technology article Computer Science Speech Recognition and Synthesis Open access

Mahdi Barhoush, Ahmed Hallawa, Anke Schmeink

18

citations
Deep Learning-Based Prediction of Biomarkers from Colorectal Cancer Pathology Slides
2025 Qucosa (Saxon State and University Library Dresden) dissertation Computer Science AI in cancer detection Open access

Jan Niehues

0

citations
Predicting Abnormalities in Laboratory Values of Patients in the Intensive Care Unit Using Different Deep Learning Models: Comparative Study
2022 JMIR Medical Informatics article Computer Science Machine Learning in Healthcare Open access

Ahmad Ayad, Ahmed Hallawa, Arne Peine, Lukas Märtin, Lejla Begic Fazlic, Guido Dartmann, +2 more

14

citations
3D deformable registration of longitudinal abdominopelvic CT images using unsupervised deep learning
2021 Computer Methods and Programs in Biomedicine article Computer Science Medical Image Segmentation Techniques Open access

Maureen A.J.M. van Eijnatten, Leonardo Rundo, Kees Joost Batenburg, Felix F. Lucka, Emma J. Beddowes, Carlos H. Caldas, +4 more

17

citations
Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework
2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access

Isaac Shiri, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Amirhossein Sanaat, Azadeh Akhavanallaf, +9 more

53

citations