Credit Card OCR with OpenCV
The problem of recognize the text information in the credit card
1 Capturing a card image
2 Localizing or alignment: to find the different regions of text on the image
Edge detection for the entire image using Sobel operator
Hough line transformation
3 Segmentation: to splite the text imformation to separate digit on each
Calculate the gradient image -> open operation -> aspect ratio (ratio of width and height)
4 Digits recognition
Convolutional Neural Network
Template Matching
Challenge: illumination changes, wearing, no contrast. The most hardest part is the card number segmentation.
1 Capturing a card image
2 Localizing or alignment: to find the different regions of text on the image
Edge detection for the entire image using Sobel operator
Hough line transformation
3 Segmentation: to splite the text imformation to separate digit on each
Calculate the gradient image -> open operation -> aspect ratio (ratio of width and height)
4 Digits recognition
Convolutional Neural Network
Template Matching
Challenge: illumination changes, wearing, no contrast. The most hardest part is the card number segmentation.
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