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Image Segmentation SAM

This project showcases the implementation of the Segment Anything Model for text-based image segmentation, specifically for menu card categorization.

Project Overview

This trial project aims to utilize the Segment Anything Model for the purpose of text-based image segmentation. The model has been trained to categorize menu card images into the following categories:

  1. Starters/Appetizers
  2. Main Courses
  3. Sides
  4. Desserts
  5. Beverages/Drink

Update - October 28th, 2023

In this update, we have achieved the following milestones:

  • Image Labeling: Five menu card images have been meticulously labeled for the aforementioned categories.
  • Data Export: The annotated images have been exported to JSON format, providing easy access to the labeled bounding box data. The exported data can be found in the file "image_boundingbox_data.json".
  • COCO Format Export: Additionally, we have exported the annotated images to the COCO format, ensuring compatibility with various machine learning pipelines. The COCO dataset can be accessed in the file "cloalih5z052b070574fn3uny_coco_dataset.json".

Project Files

  • image_boundingbox_data.json: Contains the annotated bounding box data in JSON format.
  • cloalih5z052b070574fn3uny_coco_dataset.json: Includes the COCO formatted dataset for machine learning applications.

Requirements

To utilize the data and scripts, ensure that you have the following dependencies installed:

  • Python 3.7+
  • Segment Anything Model
  • COCO API (if necessary)
  • Any other specific dependencies mentioned in the codebase or documentation

image-segmentation-sam's People

Contributors

sushmitha047 avatar

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