"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

February 04, 2024

Computer Vision License Validation

Business problem: Id verification system(valid or invalid) say driving license as id. How do we go about solving this business problem using Deep learning

Input - License Id Images

Approach

  • Feature Definition
  • Defining Elements
  • Historical data
  • Labeling / Annotation

Vision

  • Problem #1 - Extract Face images
  • Problem #2 - OCR, License Id, Dates, LicenseNumber, Authority
  • Problem #3 - Detection for Signature Extracting
  • Data Validation - Blurriness - Image Sharpening / Laplacian / Sobel / Canny edge to sharpen images. Non-readable - Far / Validation - Near View

Backend Validation

  • API call
  • Face Match
  • Similarity Score
  • Output - Valid License

Keep Exploring!!!

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