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Author

Stefano Puliti

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Preprint Sep 2026

Toward a foundation model for forest point clouds

These findings identify the practical regime in which pretrained representations are most valuable and suggest that instance discrimination, rather than forest semantics, is the main remaining obstacle to a general-purpose 3D forest foundation model.

Yuan-Wen Yue, Stefano Puliti, Damien Robert et al. · 0 citations

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