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Tire Defect Detection System Image Pre-Processing.

I) What is Tire Defect Detection System?

TDDS is an AI-powered system which takes an X-ray video of a sample tire and outputs a float number between 0 and 1.0 indicating the defect precentage of the sample tire.

II) What does the image pre-processing system do?

The CNN used to obtain the defect percentage cannot process the raw input video because of two reasons :

  1. The size of the video is too much and hence can not be processed in real-time. In fact it could take months to even train such a model.
  2. There is large amount of repeated and redundant pixels in tandem frames especially if the input video is captured with a high FPS.

Thus, it is neither logical nor optimal to use the video as input.

III) Example of Pre-Processing:

Input :
Input gif
output :

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