Tabscanner, an AI-powered receipt data extraction tool, employs a sophisticated blend of AI technologies. These allow it to deliver industry-leading receipt OCR (Optical Character Recognition) capabilities. Here’s an overview of the key AI components that power Tabscanner’s API platform:
š§ Tabscanner Core AI Technologies
1. Machine Learning + Deep LearningĀ
Tabscanner utilizes advanced machine learning and deep learning algorithms (Deep Learning AI). Which allow it to accurately extract data from a wide variety of receipt formats. Including those that are crumpled, poorly lit, or handwritten. These models are trained on extensive datasets, comprising tens of millions of receipt images. Enabling the system to recognize and interpret diverse layouts and languages.
2. TensorFlow & Keras Frameworks
The platform’s AI models are built using TensorFlow and Keras, which facilitate the development of complex neural network architectures. This combination allows for efficient training and deployment of models that can process receipt data with high accuracy and speed.
3. Convolutional Neural Networks (CNNs)
Tabscanner’s OCR pipeline leverages CNNs to detect and extract textual information from receipt images. These networks are adept at identifying patterns and structures within images, making them ideal for parsing the varied and often complex layouts of receipts.
āļø OCR Pipeline Stages
Tabscanner’s receipt processing involves a three-stage OCR pipeline:
- Fetch: Captures the receipt image and prepares it for processing.
- Decode: Utilizes AI models to extract and categorize data fields such as merchant names, dates, totals, and line items.
- Execute: Validates and structures the extracted data, ensuring accuracy and readiness for integration into client applications.
š Global Adaptability
Tabscanner’s AI models are designed to handle receipts from around the world, supporting all languages and currencies. The system’s adaptability is further enhanced through custom configurations that can be tailored to specific regional requirements, ensuring consistent performance across diverse markets .
By integrating these advanced AI technologies, Tabscanner delivers a robust and efficient solution for real-time receipt data extraction. Which caters to various applications such as expense management, loyalty programs, and market research. You can use the API for free (up to 200 credits per month), or contact [email protected]