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pavitrakumar78 avatar pavitrakumar78 commented on May 30, 2024

I'm not quite sure of this. Have you tried to replicate the results mentioned in the readme of the project? you can find the test IDs here.

If you are able to reproduce those results, then I guess the network just needs more tuning and/or more pre-processing of images.

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AmethystZeroAtwell avatar AmethystZeroAtwell commented on May 30, 2024

Thanks for your response!
I replicate your test data successfully,however I can't recognize the picture above. Could you tell me how can I pre-process the image or other methods.

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pavitrakumar78 avatar pavitrakumar78 commented on May 30, 2024

There are a few points mentioned in the improvements section of the readme. Try those methods. Other than that, I'd say the biggest improvement can only come from advanced CNN architectures. Since this is a task where the input to the 2nd (recognition) CNN is actually the output of the 1st (detection) CNN, I would say making improvements to the detection would result in better digits recognition.
Try this: take the image in your post, crop it so that only the digits are visible and then send it to the recognition CNN - see whether it recognizes the digits correctly. If it does, then the work is to be done on the CNN that does the detection part (i.e, getting the cropped digits section from input image)

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AmethystZeroAtwell avatar AmethystZeroAtwell commented on May 30, 2024

Thank you for your advice. I will try to improve it. :-)

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