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- W3208632377 abstract "Multimodal emotion recognition study is hindered by the lack of labelled corpora in terms of scale and diversity, due to the high annotation cost and label ambiguity. In this paper, we propose a multimodal pre-training model MEmoBERT for multimodal emotion recognition, which learns multimodal joint representations through self-supervised learning from a self-collected large-scale unlabeled video data that come in sheer volume. Furthermore, unlike the conventional pre-train, finetune paradigm, we propose a prompt-based method that reformulates the downstream emotion classification task as a masked text prediction one, bringing the downstream task closer to the pre-training. Extensive experiments on two benchmark datasets, IEMOCAP and MSP-IMPROV, show that our proposed MEmoBERT significantly enhances emotion recognition performance." @default.
- W3208632377 created "2021-11-08" @default.
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- W3208632377 date "2022-05-23" @default.
- W3208632377 modified "2023-10-09" @default.
- W3208632377 title "Memobert: Pre-Training Model with Prompt-Based Learning for Multimodal Emotion Recognition" @default.
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- W3208632377 doi "https://doi.org/10.1109/icassp43922.2022.9746910" @default.
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