Additionally, the study utilized a hybrid CNN-KNN approach with specific architectural details: 4 convolutional layers, 4 max-pooling layers, and 2 fully connected layers. This robust model ...

This paper presents a novel AI-driven empathetic chatbot system that leverages multimodal fusion to decode and respond to user emotions across speech, text, and visual cues in real-time. Building upon ...