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pixel-analysis

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OMR Sheet Evaluation system using Python and OpenCV. Automatically detects answer bubbles, evaluates marked responses, calculates scores, and visualizes grading results. Built with Computer Vision techniques including contour detection, thresholding, morphology, and pixel-density analysis for automated exam assessment.

  • Updated Feb 2, 2026
  • Python

Search Azure Blob Storage files and document contents using this self-hosted tool. Index your storage with one command for no monthly cost.

  • Updated Sep 13, 2026
  • Python

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