A Novel Framework for Facial Emotion Detection Using Deep Learning Algorithms for HCI-Enabled System

Deep learning-based facial expression recognition has become increasingly popular in the creation of systems that support Human–Computer Interaction (HCI). The use of techniques under deep learning for facial emotion recognition in HCI applications is briefly discussed in this work. It emphasizes the importance of accurately detecting and comprehending human emotions in HCI systems points out the drawbacks of conventional approaches and investigates the effective usage of deep learning models such as Convolutional Neural Networks (CNNs) for this purpose. To improve user engagement and experience the evaluation also covers the integration of face emotion recognition with HCI technologies. It also discussed the difficulties and potential and effective applications of deep learning in the field of facial emotion recognition in HCI-enabled systems. For researchers and practitioners who are looking to use the concept of deep learning methods to achieve facial emotion recognition in the context of HCI applications this succinct review is an invaluable resource.