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- W4285396564 abstract "The research and applications of multimodal emotion recognition have become increasingly popular recently. However, multimodal emotion recognition faces the challenge of lack of data. To solve this problem, we propose to use transfer learning which leverages state-of-the-art pre-trained models including wav2vec 2.0 and BERT for this task. Multi-level fusion approaches including coattention-based early fusion and late fusion with the models trained on both embeddings are explored. Also, a multi-granularity framework which extracts not only frame-level speech embeddings but also segment-level embeddings including phone, syllable and word-level speech embeddings is proposed to further boost the performance. By combining our coattention-based early fusion model and late fusion model with the multi-granularity feature extraction framework, we obtain result that outperforms best baseline approaches by 1.3% unweighted accuracy (UA) on the IEMOCAP dataset." @default.
- W4285396564 created "2022-07-14" @default.
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- W4285396564 date "2022-07-11" @default.
- W4285396564 modified "2023-10-18" @default.
- W4285396564 title "Multi-level Fusion of Wav2vec 2.0 and BERT for Multimodal Emotion Recognition" @default.
- W4285396564 doi "https://doi.org/10.48550/arxiv.2207.04697" @default.
- W4285396564 hasPublicationYear "2022" @default.
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