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Multimodalne rozpoznawanie emocji z wykorzystaniem sieci głębokiego uczenia

Multimodalne rozpoznawanie emocji z wykorzystaniem sieci głębokiego uczenia

Jaykumar Vala / Udesang Jaliya

103,91 €
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Editorial:
KS OmniScriptum Publishing
Año de edición:
2025
Materia
Tecnología: cuestiones generales
ISBN:
9786209362934
103,91 €
IVA incluido
Disponible

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Ta książka, 'Multimodalne rozpoznawanie emocji przy użyciu sieci głębokiego uczenia', koncentruje się na poprawie rozpoznawania emocji poprzez łączenie wielu źródeł danych (modalności), takich jak mimika twarzy, EEG i sygnały fizjologiczne. Modele głębokiego uczenia są wykorzystywane do wyodrębniania cech z każdej modalności, a techniki fuzji (takie jak podejście późnej fuzji) integrują te cechy w celu dokładniejszego przewidywania emocji. Badanie pokazuje, że fuzja multimodalna znacznie zwiększa wydajność w porównaniu z systemami jednomodalnymi, podkreślając znaczenie łączenia uzupełniających się wskazówek emocjonalnych przy użyciu zaawansowanych architektur sieci neuronowych.

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