الباحثون

Damien Robert

المنشورات 2

نسخة أولية وصول مفتوح

Atomizer-IO: Beyond Pixels, Patches and Grids

Most vision architectures assume that observations lie on a regular grid, an effective abstraction for natural images but a restrictive one for sensing data whose channels, temporal sampling, spatial resolution, and geometry can vary. Generic set-based architectures remove the grid, but also remove useful spatial induc …

نسخة أولية وصول مفتوح

Toward a foundation model for forest point clouds

Yuanwen Yue, Stefano Puliti, Damien Robert وآخرون · 2026

Forest inventories increasingly rely on artificial intelligence (AI) models to derive forest attributes from large-scale 3D point clouds. Current models are typically specialized to a single task, sensor, and forest type, making adaptation expensive in terms of annotations, computation, and expertise. We ask whether a …

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