imqPreprocessor

A Python library for text preprocessing, specifically designed to clean and process data efficiently for machine learning tasks. This library offers tools for color palette extraction, image filtering, face detection, blurring, and EXIF metadata modification.

Contents

• Installation
• Usage
• Documentation

Installation

To install the package, run:

pip install imqPreprocessor

Usage

The imqPreprocessor library provides various tools for image preprocessing. Below are some examples:

1. Extract and Plot Color Palette

   Extract color palettes from an image and visualize them:

   from img import extract_color_palette, plot_palette
   
   plot_palette(extract_color_palette("image_path.jpg"))

2. Apply Custom Color Filters

   Use ColorFilter to apply custom filters to an image:

   from imgPreprocessor import ColorFilter
   
   c = ColorFilter("image_path.jpg")
   
   user_color = (201, 251, 206)  # (B, G, R)
   c.custom_colorfilter(user_color)
   c.show()
   
   c.deepskyblue_colorfilter()
   c.show()

3. Count Faces in an Image

   Use CountFace to count the number of faces in an image:

   from imgPreprocessor import CountFace
   
   c = CountFace()
   c.set_image_path("image_path.jpg")
   print(c.count_faces())

4. Enhance and Blur Images

   Use CustomBlurFilter to enhance and blur images:

   from imgPreprocessor import CustomBlurFilter
   
   c = CustomBlurFilter("image_path.jpg")
   c.load_image()
   c.enhance_and_blur(clip_limit=2.0, tile_grid_size=(8, 8), blur_ksize=(15, 15))
   #optional: clip_limit, tile_grid_size, blur_ksize
   c.display_images()

5. Modify EXIF Data

   Use modexif to update the EXIF metadata of an image:

   from imgPreprocessor import modexif
   
   modexif(
       "image_path.jpg",
       "output_path.jpg",
       make="samsung",
       model="S24",
       datetime="2024:12:05 12:57:54")
    #optional: make, model, datetime
    #datetime format : "year:month:day hour:minute:second"

Documentation

For detailed documentation, visit: [Link to Documentation](https://pypi.org/project/imgPreprocessor/1.0.0/)