
PaddleOCR: GPU Integration and Troubleshooting
Last Updated on January 6, 2025 by Editorial Team
Author(s): Areeb Adnan Khan
Originally published on Towards AI.
This member-only story is on us. Upgrade to access all of Medium.
Optical Character Recognition (OCR) is a game-changer for tasks like text extraction from images, document processing, and more. Among the numerous OCR tools available, PaddleOCR stands out as a robust, open-source framework developed by PaddlePaddle. Known for its accuracy and ease of use, PaddleOCR offers developers a flexible platform to train and deploy models seamlessly.
If you’re new to PaddleOCR or worried about running it on GPU, don’t fret. We’ll guide you step by step. By the end of this guide, you’ll run your first PaddleOCR inference on an image. So, let’s dive right in!
PaddleOCR is a part of the PaddlePaddle ecosystem, an industrial AI platform packed with advanced technologies. While PaddlePaddle serves as the backbone with tools, frameworks, and development kits for deep learning, PaddleOCR focuses exclusively on building a rich and practical OCR library.
Together, they create a powerful environment for developers to train better OCR models and deploy them with ease. Whether you’re working on text extraction or creating end-to-end solutions, PaddleOCR simplifies the process.
Before we get into the complexities of GPU integration or advanced configurations, let’s start by running a simple inference to see… Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Take our 90+ lesson From Beginner to Advanced LLM Developer Certification: From choosing a project to deploying a working product this is the most comprehensive and practical LLM course out there!
Towards AI has published Building LLMs for Production—our 470+ page guide to mastering LLMs with practical projects and expert insights!

Discover Your Dream AI Career at Towards AI Jobs
Towards AI has built a jobs board tailored specifically to Machine Learning and Data Science Jobs and Skills. Our software searches for live AI jobs each hour, labels and categorises them and makes them easily searchable. Explore over 40,000 live jobs today with Towards AI Jobs!
Note: Content contains the views of the contributing authors and not Towards AI.