A review of uncertainty quantification in deep learning: Techniques, applications and challenges

• Ensemble-based uncertainty quantification of virtual measurements in multi-stage battery production in relation to measurement uncertainty

  2026 tm - Technisches Messen article Decision Sciences Scientific Measurement and Uncertainty Evaluation

  0

  citations
• Learning pole structures of hadronic states using predictive uncertainty estimation

  2026 Physical review. D/Physical review. D. article Physics and Astronomy Quantum Chromodynamics and Particle Interactions Open access

  1

  citations
• Machine learning for metrology in manufacturing

  2026 CIRP Annals article Engineering Advanced Measurement and Metrology Techniques Open access

  3

  citations
• Impact of using text classifiers for standardising maintenance data of wind turbines on reliability calculations

  2024 IET Renewable Power Generation article Engineering Reliability and Maintenance Optimization Open access

  6

  citations
• Neural Network-Based Filter Design for Compressive Raman Classification of Cells

  2024 Journal of Chemical Information and Modeling article Biochemistry, Genetics and Molecular Biology Spectroscopy Techniques in Biomedical and Chemical Research Open access

  1

  citations
• COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification

  2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) conference-paper Computer Science Adversarial Robustness in Machine Learning Open access

  5

  citations
• Depth for Multi‐Modal Contour Ensembles

  2024 Computer Graphics Forum article Computer Science Computer Graphics and Visualization Techniques Open access

  4

  citations
• Inclusion Depth for Contour Ensembles

  2024 IEEE Transactions on Visualization and Computer Graphics article Computer Science Data Visualization and Analytics Open access

  4

  citations
• Identifying the validity domain of machine learning models in building energy systems

  2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

  16

  citations
• Toward an Integrated Machine Learning Model of a Proteomics Experiment

  2023 Journal of Proteome Research article Chemistry Advanced Proteomics Techniques and Applications Open access

  74

  citations
• End-to-End Pipeline for Uncertainty Quantification and Remaining Useful Life Estimation: An Application on Aircraft Engines

  2022 PHM Society European Conference conference-paper Engineering Machine Fault Diagnosis Techniques Open access

  4

  citations

11 results