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Papers matching “deep learning segmentation models” 33

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Machine Learning-Based Real-Time Power Quality Disturbance Classification using Kalman Filter Segmentation and Deep Learning
2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) conference-paper Engineering Power Quality and Harmonics

Markus Stroot, Rui Wang, Amirali Mahjoob, Andreas Ulbig

1

citations
Uncertainty-aware point cloud segmentation for infrastructure projects using Bayesian deep learning
2024 Automation in Construction article Engineering Infrastructure Maintenance and Monitoring Open access

Hristo Vassilev Hristo Vassilev, Marius Laska, Jörg Blankenbach

42

citations
Fabrication forecasting of laser powder bed fusion processes with deep learning models
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Additive Manufacturing Materials and Processes Open access

0

citations
Machine learning for image analysis in the cervical spine: Systematic review of the available models and methods
2022 Brain and Spine review Engineering Medical Imaging and Analysis Open access

Caroline M.W. Goedmakers, Leonie Pereboom, Jan W. Schoones, M. L. de Leeuw den Bouter, R.F. Remis, Marius Staring, +1 more

10

citations
Efficient reconstruction of prior austenite grains in steel from etched light optical micrographs using deep learning and annotations from correlative microscopy
2022 Frontiers in Materials article Engineering Microstructure and Mechanical Properties of Steels Open access

Björn-Ivo Bachmann, Martin Johannes Müller, Dominik Britz, Ali Riza Durmaz, Marc Ackermann, Oleg Shchyglo, +2 more

21

citations
Unsupervised deep learning for defect detection on CT parts using simulated data
2023 Research and Review Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Virginia Florian, Christian Kretzer, Stefan Kasperl, Richard Schielein, Benjamin Montavon, Robert Heinrich Schmitt

0

citations
UTILE-Pore: Deep Learning-Enabled 3D Analysis of Porous Materials in Polymer Electrolyte Membrane-Based Energy Devices
2025 Journal of The Electrochemical Society article Engineering Fuel Cells and Related Materials Open access

André Colliard-Granero, Salvatore Ranieri, Aimy Bazylak, Tobias Morawietz, K. Andreas Friedrich, Jasna Janković, +2 more

3

citations
Micro-XCT Imaging and Synthetic Data Generation for Deep Learning-Based Computer Vision of Microstructural Defects
2025 e-Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Ravshan Yormatov, Angelos Theofilatos, Alexandre Viardin

1

citations
Utilization of deep autoencoders for improving semantic segmentation of 3D point clouds
2025 RWTH Publications (RWTH Aachen) conference-paper Engineering 3D Shape Modeling and Analysis Open access

Marcel Aubart, Hristo Vassilev Hristo Vassilev

0

citations
Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward
2024 IEEE Geoscience and Remote Sensing Magazine article Engineering Remote-Sensing Image Classification Open access

Devis Tuia, Konrad Schindler, Begüm Demir, Xiao Xiang Zhu, Mrinalini Kochupillai, Sašo Džeroski, +8 more

109

citations
Datasets from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection"
2024 JuSER (Forschungszentrum Jülich) article Engineering Industrial Vision Systems and Defect Detection Open access

Jan-Lucas Uslu, Alexander Hermans, Bernd Beschoten, Bastian Leibe, Lutz Waldecker, Christoph Stampfer

0

citations
Automation of Ultrasonic Monitoring for Resistance Spot Welding Using Deep Learning
2026 Journal of Manufacturing and Materials Processing article Engineering Welding Techniques and Residual Stresses Open access

Ryan Scott, Sheida Sarafan, Lukas Behnen, Andriy M. Chertov, Priti Wanjara, Roman Gr. Maev

2

citations
Artificial intelligence for segmentation and classification in lumbar spinal stenosis: an overview of current methods
2025 European Spine Journal article Engineering Medical Imaging and Analysis Open access

Eduard J.A. Verheijen, T. Kapogiannis, D. Munteh, Jeremi Chabros, Marius Staring, Timothy Richard Smith, +1 more

12

citations
Automated segmentation of martensite-austenite islands in bainitic steel
2022 Materials Characterization article Engineering Microstructure and Mechanical Properties of Steels Open access

Marc Ackermann, Deniz İren, Sebastian Wesselmecking, Deekshith Shetty, Ulrich Krupp

47

citations
A controllable generative model for generating pavement crack images in complex scenes
2024 Computer-Aided Civil and Infrastructure Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Hancheng Zhang, Zhendong Qian, Wei Zhou, Yitong Min, Pengfei Liu

40

citations
Diffusion Based Data Synthesis for Enhanced Tool Wear Segmentation
2026 Procedia CIRP article Engineering Advanced machining processes and optimization Open access

Zongshuo Li, Ding Huo, Markus Meurer, Thomas Bergs

0

citations
Real-time vision-based defect detection for large-scale on-site earthen additive manufacturing: Annotated dataset and dual-model framework
2025 Automation in Construction article Engineering Industrial Vision Systems and Defect Detection Open access

Katharina Klemt‐Albert

7

citations
Hierarchical SVM for Semantic Segmentation of 3D Point Clouds for Infrastructure Scenes
2024 Infrastructures article Engineering 3D Shape Modeling and Analysis Open access

Mohamed Kamal Mansour, Jan Martens, Jörg Blankenbach

19

citations
Precision Through Detail: Radiomics and Windowing Techniques as Key for Detecting Dens Axis Fractures in CT Scans
2025 Diagnostics article Engineering Medical Imaging and Analysis Open access

Karl Ludger Radke, Anja Müller‐Lutz, Daniel Benjamin Abrar, Marius Vach, Christian Rubbert, David Latz, +4 more

1

citations
LiBiNet: Lightweight boundary information enhanced network for crack segmentation
2026 Results in Engineering article Engineering Infrastructure Maintenance and Monitoring Open access

Qingwang Wang, Guojian Huang, Chaohe Wang, Zihang Weng, Yulin He, Li Wengui, +1 more

0

citations
Interactive Object Segmentation in 3D Point Clouds
2023 Proceedings - IEEE International Conference on Robotics and Automation/Proceedings conference-paper Engineering 3D Shape Modeling and Analysis cited by 2 patents

Theodora Kontogianni, Ekin Celikkan, Siyu Tang, Konrad Schindler

29

citations
Explainable machine learning for precise fatigue crack tip detection
2022 Scientific Reports article Engineering Fatigue and fracture mechanics Open access cited by 3 patents

David Melching, Tobias Strohmann, Guillermo Carlos Requena, Eric Breitbarth

44

citations
Computer vision assisted decomposition analysis of atom probe tomography data
2023 Journal of Physics D Applied Physics article Engineering Advanced Materials Characterization Techniques Open access

Janis A. Sälker, Raheleh Hadian, Jochen M. Schneider, Marcus Hans

3

citations
Combining lattice Boltzman simulation and synchrotron imaging to study bubble dynamics in electrodes of vanadium redox flow batteries
2026 RWTH Publications (RWTH Aachen) dissertation Engineering Advanced battery technologies research Open access

Kangjun Duan

0

citations
A drone imagery dataset for semantic segmentation of urban garden ground covers in biodiversity studies
2026 Scientific Data data-paper Engineering Remote-Sensing Image Classification Open access

Yasamin Afrasiabian, Chenghao Lu, Anirudh Belwalkar, Hany Elsharawy, Xiaoxin Song, Ying Yuan, +5 more

0

citations