Vol. 1 No. 1 (2026)

Published April 2, 2026
Regular Issue 2026 01 01

Regular Issue on Optical Measurement and Instrument Science

Articles

Klaus Weber (Author)
Test-Time Adaptation and Rapid Deployment for Deep Learning in Optical Surface Inspection: Zero-Label Model Adaptation to New Product Variants and Measurement Conditions
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Maleb Gebi (Author)
Explainability and Interpretability for Deep Learning in Optical Surface Inspection: Attribution-Based Analysis of Thermal Imaging and Defect Detection Decisions
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Klaus Weber (Author)
Knowledge Distillation for Optical Surface Inspection: Compressing Large Inspection Networks into Efficient Deployable Models
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Maleb Gebi (Author)
Adversarial Robustness for Deep Learning in Optical Surface Inspection: Attacks, Defenses, and Certified Perturbation Analysis
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Klaus Weber (Author)
Toward Trusted Autonomous Optical Surface Inspection: An Integrated Framework for Robustness, Uncertainty, Explainability, and Open-Set Recognition
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Maleb Gebi (Author)
Generative Models for Optical Surface Inspection: Synthetic Training Data Augmentation via Conditional GANs and Diffusion Models
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Maleb Gebi (Author)
Out-of-Distribution Detection and Open-Set Recognition for Deep Learning in Optical Surface Inspection: Identifying Unknown Defects and Novel Product Variants
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Hajimi Bao (Author)
Federated Learning for Privacy-Preserving Collaborative Optical Surface Inspection Across Manufacturing Facilities
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Klaus Weber (Author)
Automated Machine Learning for Optical Surface Inspection: Neural Architecture Search and Hyperparameter Optimization for Self-Designing Inspection Networks
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Maleb Gebi (Author)
Multitask Learning for Unified Optical Surface Inspection: A Single Shared-Encoder Architecture for Thermal Reconstruction, Phase Unwrapping, and Defect Detection
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