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Marjorie Bellizzi

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#artificial intelligence Preprint Sep 2026

Raw Imagery Impacting Your AI: Should You Care?

Onboard AI is gaining interest for space applications such as vessel, wildfire, and cloud detection, where real-time processing can improve mission reactivity and reduce downlink needs. However, onboard models may operate on raw or minimally processed imagery rather than on restored ground products. This study evaluate...

A. Dorise, Marjorie Bellizzi, Stéphane May · 0 citations
#artificial intelligence Preprint Sep 2026

TriCCOT: Tri-part Convolutional Conformal Transformer for Onboard Space Object Detection

TriCCOT is introduced, a tri-part architecture for robust and deployable onboard object detection that combines a convolutional region proposal network, a conformal prediction stage, and Aper-GATES, the authors' hardware-friendly attention-based classifier, enabling unified CNN-Transformer inference for spaceborne embe...

A. Dorise, Marjorie Bellizzi, Julia F. Cohen et al. · 2 citations

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