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Document Scanner App

Tolga Boroğlu
3 min readNov 22, 2023

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Hello everyone!

Today, I would like to share with you the demo project of a document scanner application that we developed as a freelancer with a client in Germany. The project includes a system that automatically scans the receipts and documents on hand and converts them into text. For freelancers who want to take part in comprehensive projects, I would like to share with you the stages I followed in this project:

1️⃣ Understanding the Problem: We started by listening to customer needs and understanding their problems.

Idea

2️⃣ Planning: A good plan is the foundation of the project. We shaped the project by determining the technologies in advance and planning the stages.

Architecture
Training Architecture
Stages of Development
Technologies

3️⃣ Data Preparation: We prepared the data using OCR (Optical Character Recognition) to extract text from business card images.

4️⃣ Data Processing: We made the data ready for training by manually labeling with BIO labeling.

5️⃣ Prediction and Bounding Boxes: We predicted entities and placed bounding boxes in new images using the trained NER model.

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