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M. Gil-Martín

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Open access Aug 2026

Emotion recognition from body movement through interpretable motion-aware sequential modeling

A Window Transformer architecture grounded in the Multiple Instance Learning (MIL) paradigm, which decomposes the full sequence as a single temporal stream into overlapping windows and learns to assign greater relevance to those segments containing stronger emotional content, providing a more interpretable framework.

Sergio Esteban-Romero, Iván Martín-Fernández, R. San-Segundo et al. · 0 citations

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