syubraj's picture
Upload folder using huggingface_hub
3be49b0 verified

A newer version of the Gradio SDK is available: 4.38.1

Upgrade
metadata
title: oxygen_level_intensity_mapper
app_file: app.py
sdk: gradio
sdk_version: 4.36.1

Oxygen Level Heatmap Generator

This Python script processes an image to generate a heatmap representing oxygen levels based on the intensity of the image. The image is divided into a 32x32 grid, and the intensity of each grid cell is calculated, normalized, and mapped to oxygen levels using a provided mapping table.

Features

  • Divide an image into a 32x32 grid.
  • Calculate the intensity of each grid cell.
  • Normalize the intensity values.
  • Map the normalized intensities to oxygen levels based on a provided table.
  • Generate and save a heatmap showing the oxygen levels.

Requirements

  • Python 3.x
  • NumPy
  • Pillow
  • Matplotlib
  • SciPy

Installation

You can install the required Python libraries using pip:

pip install -r requirements.txt 

Usage

  1. Prepare the image: Place your image file in the Raw_Images directory or any directory of your choice.

  2. Run the script: Update the image_path variable in the script to point to your image file and run the script.

  3. Output: The generated heatmap will be saved in the Heatmap_Images directory with the filename {image_name}_heatmap.jpg.

Run Script

To run the script you can just run following command in terminal;

python main.py

Make sure the current working directory shall be the Folder named 'Oxygen-Level-Intensity-Mapper/'