Multimodal automatic assessment of acute pain through facial videos and heart rate signals utilizing transformer-based architectures
Stefanos Gkikas,
Nikolaos S. Tachos,
Stelios Andreadis
et al.
Abstract:Accurate and objective pain evaluation is crucial in developing effective pain management protocols, aiming to alleviate distress and prevent patients from experiencing decreased functionality. A multimodal automatic assessment framework for acute pain utilizing video and heart rate signals is introduced in this study. The proposed framework comprises four pivotal modules: the Spatial Module, responsible for extracting embeddings from videos; the Heart Rate Encoder, tasked with mapping heart rate signals into … Show more
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