"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

October 12, 2018

Paper Analysis - Driver Behavior and Interaction with Automation

Paper - https://arxiv.org/pdf/1711.06976.pdf

Key Objectives Studied and Techniques Identified for those key features
  • Capture Driver State (Fine-grained face recognition, facial expression recognition, detect emotional stress)
  • Driver body position (Driver Pose, Driving Behavior, Driver Alertness monitoring)
  • Driver Scene Perception (Places / Landscapes
  • Vehicle State - Driving Behavior, Steering Commands
Frame Details
  • Three or four Logitech C920 webcams record at a resolution of 1280x720 at 30 frames per second within the car
Software
  • Cam2hd is a program written in C that opens and records all camera data
  • Lighthouse is a python script that sends information about each trip to Homebase. Information sent includes timing information for the trip, GPS data, power consumption, temperature, and available external drive space
  • RIDER Database - A PostgreSQL database is used to store all incoming trip information, as well as to house information about all trips offloaded to a storage server
A Good start to understand/reuse this approach/hardware recommendation for large-scale video analytics projects

Happy Learning!!!

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