COLD Fusion : Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition

Automatically recognising apparent emotions from face and voice is hard, in part because of various sources of uncertainty, including in the input data and the labels used in a machine learning framework. This paper introduces an uncertainty-aware multimodal fusion approach that quantifies modality-...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 2 vom: 18. Jan., Seite 805-822
1. Verfasser: Tellamekala, Mani Kumar (VerfasserIn)
Weitere Verfasser: Amiriparian, Shahin, Schuller, Bjorn W, Andre, Elisabeth, Giesbrecht, Timo, Valstar, Michel
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article