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Low accuracy of digit recognotion in keras

I have a images of digits from electricity meter and I want to recognize it.
I’ve made a code to create the model with keras and it’s accuracy is about 0.999.
But when i use the saved model to recognize the digits, it some times is very close to 0.00 even using the train samples, so i can’t understand what i do wrong and why the accuracy in result is very poor?