Papers with Multimodal Conversational Emotion
TopicDiff: A Topic-enriched Diffusion Approach for Multimodal Conversational Emotion Detection (2024.lrec-main)
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| Challenge: | Existing studies focus on learning contextual information in conversations, neglecting acoustic and vision topic information. |
| Approach: | They propose a model-agnostic Topic-enriched Diffusion approach for capturing multimodal topic information in MCE tasks. |
| Outcome: | The proposed approach improves over the state-of-the-art MCE models and the existing models. |