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What is DeepSeek OCR
DeepSeek OCR is an advanced optical character recognition system that leverages cutting-edge AI technology to accurately extract text from images and documents. Built with sophisticated neural networks and multi-language support, it provides powerful text detection and recognition capabilities for complex scenarios, offering both intuitive web interface and robust API integration for efficient and flexible text processing workflows.
- Multi-language Text RecognitionAccurately extract text from images in over 80 languages with advanced neural network technology and language-aware processing capabilities.
- Complex Scene HandlingProcess challenging document layouts with curved text, multiple orientations, and complex backgrounds using sophisticated detection algorithms.
- High Accuracy RecognitionAchieve industry-leading text extraction accuracy with optimized optical character recognition and advanced post-processing techniques.
Key Features of DeepSeek OCR
Advanced AI-powered text recognition capabilities designed for professionals and developers worldwide.
Multi-Language Support
Recognize text from over 80 languages including Chinese, English, Arabic, and more with language-aware character recognition.
Robust Text Detection
Detect text regions in complex layouts with curved text, multiple orientations, and challenging background conditions.
High-Speed Processing
Process images rapidly with optimized inference pipeline and GPU acceleration for real-time text extraction results.
Unified Framework
Utilize an integrated text detection and recognition system that provides end-to-end text extraction from images.
Structured Layout Recovery
Preserve document structure including paragraphs, columns, and tables while extracting text with proper formatting.
API Integration
Integrate powerful OCR capabilities into your applications with RESTful API and SDK support for multiple programming languages.
Wall of Love
If you enjoy using DeepSeek OCR, please share your experience on Twitter with the hashtag
Massively unexpected update from DeepSeek: a powerful, high-compression MoE OCR model.
— Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞) (@teortaxesTex) October 20, 2025
> In production, DeepSeek-OCR can generate 33 million pages of data per day for LLMs/VLMs using 20 nodes (x8 A100-40G).
They want ALL the tokens. You're welcome to have some too. https://t.co/ks97gjFuhd pic.twitter.com/mXV08ifRle
DeepSeek-OCR has some weird architectural choices for the LLM decoder: DeepSeek3B-MoE-A570M
— elie (@eliebakouch) October 20, 2025
-> uses MHA, no MLA (not even GQA?)
-> 2 shared experts (like DeepSeek V2, but V3 only has 1)
-> quite low sparsity, activation ratio is 12.5%. For V3 it’s 3.52%, for V2 it’s 5%
-> not… pic.twitter.com/nOYptOn3OE
Letsss gooo! DeepSeek just released a 3B OCR model on Hugging Face 🔥
— Vaibhav (VB) Srivastav (@reach_vb) October 20, 2025
Optimised to be token efficient AND scale ~200K+ pages/day on A100-40G
Same arch as DeepSeek VL2
Use it with Transformers, vLLM and more 🤗https://t.co/n4kHihS3At
NEW DeepSeek OCR model that outperforms dots ocr while prefilling 3x less tokens pic.twitter.com/g9T93PndFb
— Casper Hansen (@casper_hansen_) October 20, 2025
🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support.
— vLLM (@vllm_project) October 20, 2025
🧠 Compresses visual contexts up to 20× while keeping… pic.twitter.com/bx3d7LnfaR
🚨 DeepSeek just did something wild.
— God of Prompt (@godofprompt) October 20, 2025
They built an OCR system that compresses long text into vision tokens literally turning paragraphs into pixels.
Their model, DeepSeek-OCR, achieves 97% decoding precision at 10× compression and still manages 60% accuracy even at 20×. That… pic.twitter.com/5ChoESanC8
is it just me or is this deepseek paper really…weird? like the flagship results are all about compression ratios and they’re gesturing at implications for LLM memory but… it’s an OCR model? are they suggesting that LLMs should ingest OCR embeddings of screenshots of old notes?? pic.twitter.com/ptxkgANIeW
— will brown (@willccbb) October 20, 2025
DeepSeek-OCR: https://t.co/Hww4tubUiS
— Ray Fernando (@RayFernando1337) October 20, 2025
I quite like the new DeepSeek-OCR paper. It's a good OCR model (maybe a bit worse than dots), and yes data collection etc., but anyway it doesn't matter.
— Andrej Karpathy (@karpathy) October 20, 2025
The more interesting part for me (esp as a computer vision at heart who is temporarily masquerading as a natural language… https://t.co/AxRXBdoO0F
Compress everything visually!
— 机器之心 JIQIZHIXIN (@jiqizhixin) October 20, 2025
DeepSeek has just released DeepSeek-OCR, a state-of-the-art OCR model with 3B parameters.
Core idea: explore long-context compression via 2D optical mapping.
Architecture:
- DeepEncoder → compresses high-res inputs into few vision tokens;
-… pic.twitter.com/qbRTi8ViLY
Frequently Asked Questions About DeepSeek OCR
Have questions about text recognition? Find answers to common queries below.
What is DeepSeek OCR and how does it work?
DeepSeek OCR is an advanced optical character recognition system built with sophisticated neural networks. It features a unified framework for text detection and recognition, capable of processing complex document layouts and supporting over 80 languages with high accuracy extraction from images and documents.
What types of documents can DeepSeek OCR process?
DeepSeek OCR can process various document types including scanned documents, natural scene images, PDFs, screenshots, and photos with text. It handles complex layouts, curved text, multiple orientations, and challenging background conditions with robust text detection capabilities.
Do I need to install anything to use DeepSeek OCR?
No installation required. DeepSeek OCR provides a web-based interface that runs entirely in your browser, plus API integration for developers. Simply upload your images or integrate via API to start extracting text instantly without any software setup or configuration.
What are the key features of DeepSeek OCR's recognition system?
DeepSeek OCR features a unified detection and recognition framework, multi-language support, complex scene handling, structured layout recovery, and high-speed processing. It excels at preserving document structure while providing accurate text extraction from challenging visual scenarios.
Can I integrate DeepSeek OCR with other software and applications?
Yes, DeepSeek OCR offers comprehensive API integration with RESTful endpoints and SDK support for multiple programming languages. You can easily integrate OCR capabilities into your applications, workflows, and existing software systems for automated text processing.
How accurate is DeepSeek OCR compared to other OCR systems?
DeepSeek OCR achieves industry-leading accuracy through advanced neural networks and sophisticated post-processing techniques. It particularly excels at handling complex scenarios where traditional OCR systems struggle, providing superior text extraction accuracy across diverse languages and document types.