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Punjabi OCR — Image to Text & PDF

ਤਸਵੀਰਾਂ ਅਤੇ ਸਕੈਨ ਕੀਤੇ ਦਸਤਾਵੇਜ਼ਾਂ ਤੋਂ ਪੰਜਾਬੀ ਟੈਕਸਟ ਕੱਢੋ

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What is Punjabi OCR & Developer API?

Developer API & RAG Docs →

Punjabi OCR is the automated process of converting scanned multi-page PDFs up to 1GB and documents into editable, searchable Punjabi text while preserving accents, complex ligatures, and native character shapes. FastOCR reads printed text in this script and generates full-text searchable PDFs with selectable text overlays at near-instant speed. For engineering teams building RAG pipelines, vector search databases, or automated document ingestion, FastOCR also provides a high-speed Punjabi OCR REST API at api.fastocr.org with 10 free pages a month for approved accounts. The API accepts PDF files only.

Gurmukhi & Shahmukhi

Recognizes Gurmukhi script (India) and Shahmukhi script (Pakistan).

Accurate script handling

Full support for Gurmukhi vowel signs (laga matra) and consonants.

Right-to-Left Shahmukhi

Correct RTL cursive processing for Shahmukhi (Urdu-based).

Mixed Punjabi & English

Bilingual text extraction with both scripts handled in one pass.

Searchable PDF output

Prerenders PDFs with invisible text layer for full-text search.

Translate after extraction

Extract Punjabi text then translate to English or any language.

Why Punjabi OCR Is Challenging

  • Supporting two entirely different scripts for the same language (Gurmukhi LTR and Shahmukhi RTL)
  • Recognizing Gurmukhi vowel signs (laga matra) and subscripts (haaha, raara, vaava)
  • Handling connected cursive characters in Shahmukhi script where letters change shape
  • Distinguishing small dot diacritics (bindi, tippi, addak) in Gurmukhi that change word pronunciation and meaning

How to Extract Punjabi Text from a PDF & Images

  1. Go to fastocr.org
  2. Upload your Punjabi image or PDF. Language is detected automatically.
  3. Wait for processing — images take seconds, PDFs show a progress bar.
  4. Download results: searchable PDF, raw text file, or copy text directly.

Tips for Better Punjabi OCR Accuracy

  1. Scan at 300+ DPI to preserve Gurmukhi matras and dots (bindi, tippi) which are very small
  2. Ensure high contrast so that the top horizontal line in Gurmukhi script is preserved
  3. For Shahmukhi script, use calligraphic Naskh-style print for better accuracy

Common Use Cases for Punjabi OCR

  • Digitizing Punjabi legal deeds, court filings, and land registry records
  • Extracting text from Indian and Pakistani government documents, ID cards, and forms
  • Converting scanned Punjabi literature, Gurmukhi scriptures, and newspapers
  • Processing Punjabi business invoices and trading documents

FastOCR vs Standard OCR Apps for Punjabi

CapabilityFastOCR Dedicated Cloud AIStandard Online OCR Tools
Punjabi Script Recognition✅ Full native cloud recognition for Punjabi (complex alphabets and diacritics)Limited character sets or unhandled accents
Multi-Column & Table Layouts✅ Preserves proper paragraph and table alignmentMerges unrelated columns together
Searchable PDF/A Output✅ Dual-layer searchable PDF with coordinate-aligned text overlayPlain unformatted text dump only or unsupported
Instant Web Access✅ Zero software installation (runs in mobile & desktop browser)Requires local CLI libraries or complex desktop setup

Frequently Asked Questions

Does it support Gurmukhi and Shahmukhi scripts?

Yes. FastOCR supports Gurmukhi script (used in India) and Shahmukhi script (used in Pakistan). The AI auto-detects the script type.

How accurate is Punjabi OCR?

FastOCR reads printed Gurmukhi and Shahmukhi Punjabi. Faded prints may reduce accuracy.

Is Punjabi OCR free?

Yes. Image OCR is completely free and requires no signup. PDF processing requires a free account — see fastocr.org/pricing for plan details.

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Last updated: July 24, 2026