AI and ML

Optical Character Recognition Document

Every day, a vast quantity of textual information is written or printed on tangible paper, such as study-related messages, invoices, periodicals, books, ads, and so on. Paper contamination is a major issue in the corporate world and has obvious environmental consequences. Aside from that, it will be difficult to keep a large quantity of information or conduct a quick look for information if we use physical paper in business. Both STS Software and the clients are affected by these issues.

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Introduction

Feature Image

Recent advances in science and technology, particularly in the field of artificial intelligence, have given us the inspiration to create innovative ways to address the issue of paper pollution, such as an automated system to transfer all textual information currently stored on paper to a digital format.

Feature Image

Recent advances in science and technology, particularly in the field of artificial intelligence, have given us the inspiration to create innovative ways to address the issue of paper pollution, such as an automated system to transfer all textual information currently stored on paper to a digital format. 

Our Approaches

Our purpose is to convert text image data to text and then process the output text to extract some important information. To do that, we have applied some Deep Learning models in Computer Vision to detect the text location on the natural image and then recognize some specific words. We separate our system into multi parts from pre-processing input images to get the final meaning of the text. 

Approaches Image

As you can see, firstly our system will receive data from the input text image or printed image... This input data will be cleaned or pre-processed by some methods like enhancing the image quality, removing blur, noise, and normalization. Then, the system will run some Deep Learning models to detect the text region on the cleaned input image and recognize, classify each text to some specific word, and at this step, we will have the output text data. Finally, there is an NLP model to clean again this text data to make these text data meaningful and extract the necessary information from them.

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