Author

M. Santini

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#artificial intelligence Open access Aug 2026

Weakly supervised neural network: segmentation of complex structures in X-ray microCT

Results indicate that weak supervision provides a meaningful learning signal, enabling reliable localization of glomeruli even in the absence of dense labels, and incorporation of a small set of high-quality annotations substantially improves segmentation performance, approaching that of a fully supervised model.

Daniele Rusconi, M. Ascolese, S. Fest-Santini et al. · Journal of Instrumentation · 0 citations

Open access Jul 2026

Effect of heat and steam bending on the longitudinal and radial mechanical properties and derived acoustical indices of spruce and maple wood

Abstract This study investigates the effects of steam and heat bending on the longitudinal and radial vibro-mechanical properties of spruce (Picea abies) and maple (Acer spp.). More than 100 thin beams were bent to nominal strain levels of approximately 0.7 % and compared to reference specimens using laser vibrometry a...

M. Quintavalla, Jérémy Cabaret, M. Santini et al. · Holzforschung · 0 citations