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general ocr training question

Hello i need to ask some general question on OCR (Optical character recognition) - maybe you can help me?

  • I trained a model which can detect numberplates(using yolo) This is working fine and i am happy with the detection rate

I want now to extract the numbers from the numberplates. I could just train number & digits on top of my existing model or i could train a separate model for this. What would you recommend me to do? Here some thoughts i have right now:

Training on top:

  • maye performance gain as i detect everything with one forward
  • maybe performance loss as i dont restrict character recognition on the numberplate(will be applied to the whole image)

Training separate model:

  • seperation of concern - in general - i like to split different responsebilities.
  • maybe performance gain because of small image input size (not the whole image but a portion of it - the numberplate)
  • maybe performance loss as i need to evaluate another model

Any comments on this are highly welcome. Greetings, Holöger

general ocr training question

Hello i need to ask some general question on OCR (Optical character recognition) - maybe you can help me?

  • I trained a model which can detect numberplates(using yolo) This is working fine and i am happy with the detection rate

I want now to extract the numbers from the numberplates. I could just train number & digits on top of my existing model or i could train a separate model for this. What would you recommend me to do? Here some thoughts i have right now:

Training on top:

  • maye performance gain as i detect everything with one forward
  • maybe performance loss as i dont restrict character recognition on the numberplate(will be applied to the whole image)

Training separate model:

  • seperation of concern - in general - i like to split different responsebilities.
  • maybe performance gain because of small image input size (not the whole image but a portion of it - the numberplate)
  • maybe performance loss as i need to evaluate another model

Any comments on this are highly welcome. Greetings, HolögerHolger