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It is difficult to make a model that functions as a human eye. Object detection, face recognition, depth calculation, and object tracking tasks are difficult to do by a single ML model. In this project, I am trying to combine all computer vision models to mimic the human eye i.e single function that do all computer vision tasks.


Installation and configuration 🔥

The Github repository can also be found here:

MadanBaduwal/eye - GitHub

To install the current release

$python3 -m venv venv
$source venv/bin/activate
$pip3 install requirements.txt

$pip3 freeze > requirements.txt # after add some feature freeze all dependencies

or

$ poetry install

Usage

Move toward project folder

$ cd eye

Run single function that do computer vision tasks.

python inference.py

Hardware devices

  1. Coral tpu for object detection
  2. Intel® RealSense™ Depth Camera D435 for calculating the depth of an image
  3. Face recognition library for face recognition
  4. Object tracking custom algorithm for object tracking

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