Tutorials and examples

Basic Usage

Importing the Library

First, import the necessary modules from PixHomology:
```
import pixhomology as px
```

Loading Image Data

Load an image using your preferred method. Here, we'll use PIL (Pillow) to load an image:

from PIL import Image
import numpy as np

image_path = 'path_to_your_image.png'
image = Image.open(image_path)
image_data = np.array(image)

Computing Homology

Compute the homology features from the image data:

dgm = px.computePH(image_data)
dgm, indexes = px.computePH(image_data, return_indexes=True)

Visualizing Results
1. Plotting Persistence Diagrams To visualize the persistence diagram (PD) computed from image data:
px.plotDGM(dgm)
2. Plotting Annotated Images To visualize the image with annotated birth and death points:
px.plotIMG(image_data, indexes)

COMING SOON!