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Author

Henning Avenhaus

2 papers indexed here

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Oct 2026

Beyond RGB: out-of-distribution detection for hyperspectral material recognition

Hyperspectral imaging (HSI) extends conventional RGB imaging by measuring light in tens to hundreds of narrow spectral bands, often extending into the short-wave infrared. The resulting wavelength-dependent responses provide information about material properties and chemical composition, enabling material recognition b...

Gerhard Krumpl, M. Lucchi, Fynn Luca Maaß et al. · 0 citations
Preprint Sep 2026

Unified Multi-Layer Subspace Modeling for Cross-Domain OOD Detection

PRISM (Projected Representation with Intermediate-layer Subspace Modeling), a model-agnostic post-hoc OOD detection method that models a unified multi-layer feature representation rather than aggregating independently scored layers, achieves consistent state-of-the-art cross-domain OOD detection performance with a sing...

Gerhard Krumpl, Henning Avenhaus, Horst Possegger · 1 citation

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