Hand tracking and gesture recognition module
Project description
OpenLeap
Table of contents
General Info
OpenLeap is an open source project that allows you to add hand gesture control to your Python projects.
Technologies
Project was created with technologies:
- Python
- OpenCV
- MediaPipe
- SciKit Learn
Setup
OpenLeap can be installed using pip, as shown below.
$ pip install openleap
Simple Example
Test openleap controller with an example program. Code below will create an instance of opencv window with feed from the camera.
import openleap
controller = openleap.OpenLeap(screen_show=True, screeen_type='BLACK', show_data_on_image=True, gesture_model='sign_language')
controller.loop()
OpenLeap object can be created with couple of options.
- screen_show - if set to True, window with camera feed will be created.
- screen_type - 'cam' or 'black' background.
- show_data_on_image - descriptive
- show_data_in_console - descriptive
- gesture_model - chose gesture recognition model, 'basic' or 'sign_language'
Access hand information
Recognized gestures, hand position, tilt and so on are stored in a dictionary called 'data' that consists of two dataclass objects for right and left hand. Dataclass object is of given structure:
@dataclass
class Data:
x : float = 0
y : float = 0
z : float = 0
distance: float = 0.0
angle: float = 0.0
gesture: str = None
Dataclass containing all of the data above is continuously being updated in main() or loop() function depending on which one is being used.
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