Author

F. G. Heslinga

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Review Sep 2026

Domain generalization and synthetic data in object detection: the enabler, the probe, and the gap

It is argued that future research requires representation-aware methods that explicitly address both localization and classification under domain shift, and that future research requires representation-aware methods that explicitly address both localization and classification under domain shift.

E. Hofmeijer, Ella P. Fokkinga, F. G. Heslinga et al. · 2 citations

Open access Sep 2026

Domain shift-robust object detection with GenAI image editing

This work hypothesizes that generative image editing can simulate a controlled domain shift in training data, effectively bridging the gap between source and target domains, and studies camouflaged military vehicle detection as a challenging domain shift scenario.

Isabel D. Stein, Thijs A. Eker, Sebastiaan P. Snel et al. · Artificial Intelligence for... · 0 citations

#generative ai Preprint Sep 2026

RGB-to-IR image translation for infrared vehicle detection in unseen UAV domains

Although a performance gap to real target IR data remains, generative RGB-to-IR translation effectively mitigates IR data scarcity and improves cross-domain aerial vehicle detection.

Thijs A. Eker, Ella P. Fokkinga, Jan Erik van Woerden et al. · 0 citations