Papers by Mohamed Abouelenien
MUSER: MUltimodal Stress detection using Emotion Recognition as an Auxiliary Task (2021.naacl-main)
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| Challenge: | Existing methods to detect stress have not explored the inter-dependence between emotion and stress. |
| Approach: | They propose a transformer-based model architecture and a novel multi-task learning algorithm with speed-based dynamic sampling strategy to improve stress detection. |
| Outcome: | The proposed model is effective with internal and external auxiliary tasks and achieves state-of-the-art results. |
CliniDial: A Naturally Occurring Multimodal Dialogue Dataset for Team Reflection in Action During Clinical Operation (2025.findings-acl)
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| Challenge: | Prior studies have shown that sufficient collaboration is the key factor that determines the outcome of an operation. |
| Approach: | They propose to model the communication between team members during an operation using audio data and physiology signals from two camera angles. |
| Outcome: | The proposed model is based on existing frameworks and invites future effort on developing methods that can deal with real-world clinical data. |