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Reconhecimento multimodal de emoções usando redes de aprendizagem profunda

Reconhecimento multimodal de emoções usando redes de aprendizagem profunda

Jaykumar Vala / Udesang Jaliya

105,22 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2025
Materia
Tecnología: cuestiones generales
ISBN:
9786209373176
105,22 €
IVA incluido
Disponible

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Sobre IBD

Este livro, 'Multimodal Emotion Recognition Using Deep Learning Networks' (Reconhecimento de emoções multimodais utilizando redes de aprendizagem profunda), centra-se na melhoria do reconhecimento de emoções através da combinação de várias fontes de dados (modalidades), como expressões faciais, EEG e sinais fisiológicos. Os modelos de aprendizagem profunda são utilizados para extrair caraterísticas de cada modalidade, e as técnicas de fusão (como a abordagem de fusão tardia) integram essas caraterísticas para fazer previsões de emoções mais precisas. O estudo mostra que a fusão multimodal aumenta significativamente o desempenho em relação aos sistemas de modalidade única, destacando a importância de combinar pistas emocionais complementares utilizando arquitecturas avançadas de redes neuronais.

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