recodehive / machine-learning-repos

A curated list of awesome machine learning frameworks, libraries and software (by language). I
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💡[Feature]: Image segmentation using thresholding techniques #1576

Closed Suvadip-sana closed 1 week ago

Suvadip-sana commented 1 week ago

Is there an existing issue for this?

Feature Description

This program is for image segmentation using thresholding techniques. It includes two types of thresholding methods: basic global thresholding and Otsu's thresholding. Here’s a breakdown of each section:

Basic Global Thresholding:

The function basic_global_thresholding calculates a global threshold by iteratively finding the mean of foreground and background pixel values. It stops when the difference between the current mean and the previous mean falls below a specified threshold (delthreshold). Otsu's Thresholding:

The otsu_thresholding function implements Otsu's method, which calculates a threshold that minimizes the intra-class variance (variance within foreground and background regions). This threshold is more effective for bimodal images (images with a clear foreground and background).

Use Case

Image Segmentation:

The function segmented_image applies the calculated threshold (either global or Otsu's) to segment the image into binary values (0 and 1), creating a clear distinction between foreground and background regions. Visualization:

The program reads a grayscale image, displays the original image, calculates the optimal threshold using Otsu’s method, segments the image based on this threshold, and then displays the segmented (thresholded) image.

Benefits

@sanjay-kv Sir please assign me this. I want to add this under Open CV project.

Add ScreenShots

image image image

Priority

High

Record

github-actions[bot] commented 1 week ago

Thank you for creating this issue! 🎉 We'll look into it as soon as possible. In the meantime, please make sure to provide all the necessary details and context. If you have any questions reach out to LinkedIn. Your contributions are highly appreciated! 😊

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sanjay-kv commented 1 week ago

please see pinned issue

github-actions[bot] commented 1 week ago

Hello @Suvadip-sana! Your issue #1576 has been closed. Thank you for your contribution!