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iShadow: Design of a
wearable, real-time mobile
gaze tracker
Presenter: Yamin Tun
Addison Mayberry, Pan Hu, Benjamin
Marlin, Christopher Salthouse, Deepak
Ganesan (UMass)
Introduction
Gaze Tracking Criteria
 Efficient (power, memory)
 Fast
 Accurate
Methodology: Hardware
Eye-facing camera
World-facing camera
Methodology: Hardware
Architecture
Methodology: Hardware
challenges
Methodology: Prediction Model
Artificial Neural Network
(ANN):
Sparse sampling
 Learn best mask of a typical
eye image
Predict Gaze from
subsampled pixels
Methodology: Training ANN
Data Collection, Processing
 10 subjects
 ~3000 images at 10 Hz fps (~5 mins)
Key Results
~3 degree of error
Summary/Contribution
Low-power Real-time Gaze Tracker
Limitations/Critique
 Varying performance for different users
 Different depth of view for different faces
 Visibility of the entire eye
 Glasses placement
 Obstructing user’s view
 Imager + motion sensor
 Gaze on same object with head movement

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Presentation yamin

Editor's Notes

  1. What is Gaze Tracking? Gaze Tracking is measuring gaze points- estimating where a person is looking at in the physical world using eye movement information Applications- Continuous real-time gaze tracking can be valuable/useful in a lot of applications such as detection of unsafe behavior- such as tracking driver’s gaze and detect whether driver has attention on the road- prevent accidents- pedestrian and cars Detecting psychological behaviors- Pupil dilation- excitement Pupil micromovements-detect fatigue Power hungry, computation intensive device -> bulky wearable devices
  2. Easy Comp Vision problem- detect circle or the darkest patches- probably using some powerful MCU -real-time -power - Google glasses- power consuming, as a wearable device- not realistic to run out of battery all the time - but to do it in real-time with limited computation power- challenge
  3. -right now, glasses use eye-facing camera at the back
  4. STM32 Arm cortex- MCU Stonyman- grayscale imager Storage
  5. How the eyeglasses work? -feed in Eye images from back camera-> Output=gaze estimate -Neural network to estimate gaze ->to build it, offline-training ~3 degree of error on average= gaze estimate error