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Hugo Laurent Pascal Porta

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Related publications (2)

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Related units (1)

Environmental Computational Science and Earth Observation Laboratory

EPFL
ENAC
IIE
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Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation

Devis Tuia, Hugo Laurent Pascal Porta

Prototypical part learning is emerging as a promising approach for making semantic segmentation interpretable. The model selects real patches seen during training as prototypes and constructs the dense prediction map based on the similarity between parts o ...

IEEE2025

Segmenting Without Annotating: Crack Segmentation and Monitoring via Post-Hoc Classifier Explanations

Devis Tuia, Olga Fink, Florent Evariste Forest, Hugo Laurent Pascal Porta

Monitoring the cracks in walls, roads and other types of infrastructure is essential to ensure the safety of a structure, and plays an important role in structural health monitoring. Automatic visual inspection allows an efficient, costeffective and safe h ...

Research Publishing2023