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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