03 / Real-time machine learning
Multimodal Driver State
A multimodal driver-monitoring pipeline combining face mesh, facial analysis, eye aspect ratio, head pose, and audio signals into interpretable risk and intention alerts.
Problem
Driver state is a multimodal signal, not a single facial expression.
Approach
Combine face mesh, facial analysis, eye aspect ratio, head pose, and audio signals.
Evidence
Public repository and an explicit real-time performance target.
Stack
Python · OpenCV · MediaPipe · TensorFlow · DeepFace