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gaze_tracking/trained_models/* filter=lfs diff=lfs merge=lfs -text |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# pyenv | ||
.python-version | ||
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# celery beat schedule file | ||
celerybeat-schedule | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ |
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MIT License | ||
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Copyright (c) 2019 Antoine Lamé | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Gaze Tracking | ||
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 | ||
 | ||
 | ||
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This is a Python (2 and 3) library that provides a **webcam-based eye tracking system**. It gives you the exact position of the pupils and the gaze's direction, in real time. | ||
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[](https://youtu.be/YEZMk1P0-yw) | ||
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## Installation | ||
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Clone this project: | ||
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``` | ||
git clone https://github.com/antoinelame/GazeTracking.git | ||
``` | ||
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GazeTracking requires these dependencies: | ||
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* NumPy | ||
* OpenCV 3.4 | ||
* Dlib | ||
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To install them: | ||
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``` | ||
pip install -r requirements.txt | ||
``` | ||
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> The Dlib library has four primary prerequisites: Boost, Boost.Python, CMake and X11/XQuartx. If you doesn't have them, you can [read this article](https://www.pyimagesearch.com/2017/03/27/how-to-install-dlib/) to know how to easily install them. | ||
> OpenCV 4 is not supported yet, make sure to install version 3.4 | ||
Run the demo: | ||
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``` | ||
python example.py | ||
``` | ||
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## Simple Demo | ||
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```python | ||
import cv2 | ||
from gaze_tracking import GazeTracking | ||
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gaze = GazeTracking() | ||
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while True: | ||
gaze.refresh() | ||
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frame = gaze.main_frame(True) | ||
text = "" | ||
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if gaze.is_right(): | ||
text = "Looking right" | ||
elif gaze.is_left(): | ||
text = "Looking left" | ||
elif gaze.is_center(): | ||
text = "Looking center" | ||
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cv2.putText(frame, text, (60, 60), cv2.FONT_HERSHEY_DUPLEX, 2, (255, 0, 0), 2) | ||
cv2.imshow("Demo", frame) | ||
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if cv2.waitKey(1) == 27: | ||
break | ||
``` | ||
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## Documentation | ||
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In the following examples, ```gaze``` refers to an instance of the ```GazeTracking``` class. | ||
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### Refresh the frame | ||
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```python | ||
gaze.refresh() | ||
``` | ||
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Captures a new frame with the webcam and analyzes it. | ||
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### Position of the left pupil | ||
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```python | ||
gaze.pupil_left_coords() | ||
``` | ||
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Returns the coordinates (x,y) of the left pupil. | ||
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### Position of the right pupil | ||
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```python | ||
gaze.pupil_right_coords() | ||
``` | ||
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Returns the coordinates (x,y) of the right pupil. | ||
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### Looking to the left | ||
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```python | ||
gaze.is_left() | ||
``` | ||
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Returns `True` if the user is looking to the left. | ||
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### Looking to the right | ||
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```python | ||
gaze.is_right() | ||
``` | ||
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Returns `True` if the user is looking to the right. | ||
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### Looking at the center | ||
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```python | ||
gaze.is_center() | ||
``` | ||
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Returns `True` if the user is looking at the center. | ||
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### Horizontal direction of the gaze | ||
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```python | ||
ratio = gaze.horizontal_ratio() | ||
``` | ||
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Returns a number between 0.0 and 1.0 that indicates the horizontal direction of the gaze. The extreme right is 0.0, the center is 0.5 and the extreme left is 1.0. | ||
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### Vertical direction of the gaze | ||
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```python | ||
ratio = gaze.vertical_ratio() | ||
``` | ||
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Returns a number between 0.0 and 1.0 that indicates the vertical direction of the gaze. The extreme top is 0.0, the center is 0.5 and the extreme bottom is 1.0. | ||
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### Blinking | ||
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```python | ||
gaze.is_blinking() | ||
``` | ||
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Returns `True` is the user's eyes are closed. | ||
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### Webcam frame | ||
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```python | ||
# Without pupils highlighting | ||
frame = gaze.main_frame(False) | ||
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# With pupils highlighting | ||
frame = gaze.main_frame(True) | ||
``` | ||
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Returns the main frame from the webcam. | ||
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## Licensing | ||
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This project is released by Antoine Lamé under the terms of the MIT Open Source License. View LICENSE for more information. |
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""" | ||
Demonstration of the GazeTracking library. | ||
Check the README.md for complete documentation. | ||
""" | ||
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import cv2 | ||
from gaze_tracking import GazeTracking | ||
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gaze = GazeTracking() | ||
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while True: | ||
gaze.refresh() | ||
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frame = gaze.main_frame(True) | ||
text = "" | ||
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if gaze.is_blinking(): | ||
text = "Blinking" | ||
elif gaze.is_right(): | ||
text = "Looking right" | ||
elif gaze.is_left(): | ||
text = "Looking left" | ||
elif gaze.is_center(): | ||
text = "Looking center" | ||
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cv2.putText(frame, text, (90, 60), cv2.FONT_HERSHEY_DUPLEX, 1.6, (147, 58, 31), 2) | ||
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left_pupil = gaze.pupil_left_coords() | ||
right_pupil = gaze.pupil_right_coords() | ||
cv2.putText(frame, "Left pupil: " + str(left_pupil), (90, 130), cv2.FONT_HERSHEY_DUPLEX, 0.9, (147, 58, 31), 1) | ||
cv2.putText(frame, "Right pupil: " + str(right_pupil), (90, 165), cv2.FONT_HERSHEY_DUPLEX, 0.9, (147, 58, 31), 1) | ||
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cv2.imshow("Demo", frame) | ||
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if cv2.waitKey(1) == 27: | ||
break |
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from .gaze_tracking import GazeTracking |
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