Build model OCR form custom dataset

I need to build a ocr model form custom dataset.
is that problem can solve by image segmentation?, what should I do for prepare my dataset to build that models?

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Yes, OCR can be addressed with image segmentation. To prepare the dataset, gather images containing text, then perform image segmentation to separate the text from the background. After that, train an OCR model using deep learning techniques such as CNN or RNNs with the segmented and labeled dataset.

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