Get eye gaze direction using low-cost camera with edge device
Get eye gaze direction using low-cost camera with edge device
Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices
arXiv paper abstract https://arxiv.org/abs/2201.02946v1
arXiv PDF paper https://arxiv.org/pdf/2201.02946v1.pdf
GitHub https://github.com/linh-gist/gazeestimationtx2
Most Gaze estimation research only works on a setup condition that a camera perfectly captures eyes gaze.
… study on gaze estimation with a logical camera setup position.
… practical application by using inexpensive edge devices with a realistic scenario.
That is, we first set up a shopping environment where we want to grasp customers gazing behaviors.
… apply the state-of-the-art of few-shot learning gaze estimation to reduce training sampling in the inference phase.
… implemented research on NVIDIA Jetson TX2 and achieve a reasonable speed, 12 FPS which is faster compared with our reference work, without much degradation of gaze estimation accuracy. …
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