✦ OCR Text Fixer
OCR Text Cleaner — Fix Scanned Document Text Instantly
OCR software extracts text from scanned images but often produces broken lines, extra spaces, and fragmented paragraphs. TextClean repairs OCR output into clean, readable text in seconds.
About
What problems does OCR text have?
OCR (Optical Character Recognition) software reads text from scanned images, photos of documents, and PDFs that don't have embedded text layers. While modern OCR is accurate at recognizing individual characters and words, it often struggles with layout: it reads text line by line based on the visual position on the page, not the semantic paragraph structure.
The result is text that reads correctly word-by-word but is broken into hundreds of short lines where each visual line of the original document becomes a separate paragraph. A 200-word document might come out as 40 separate lines of 5 words each.
TextClean's paragraph fixer is specifically designed for this problem. It detects lines that end in the middle of a sentence and joins them back together, while keeping real paragraph breaks (blank lines between sections) intact. Combined with the extra spaces cleaner and whitespace trimmer, it transforms raw OCR output into clean, readable text.
Step-by-step guide
How to clean OCR text online
Copy your OCR output
After running OCR on a scanned document, copy the output text (it may be full of broken lines and extra spaces).
Paste into TextClean
Paste the OCR text into the input box. The live preview will immediately show you the improved version.
Use 'Fix paragraphs'
This is the most important step for OCR text — it rejoins broken mid-sentence lines into proper flowing paragraphs.
Clean up remaining issues
Use 'Extra spaces' and 'Trim whitespace' to fix any remaining spacing artifacts from the OCR process.
FAQ
Frequently Asked Questions
Does TextClean fix OCR recognition errors?
No. TextClean fixes the formatting and layout problems in OCR output — broken lines, extra spaces, and fragmented paragraphs. It can't fix character recognition errors where the OCR misread a letter (e.g. '0' instead of 'O').
What OCR software does it work with?
TextClean works with text output from any OCR software — Google Docs OCR, Adobe Acrobat, ABBYY FineReader, Tesseract, online OCR tools, and any other OCR service that produces plain text output.
Why does my OCR text have so many short lines?
OCR software reads text based on visual position on the page. Each line of text in the original document becomes a separate line in the output, even if it was part of the same sentence in a long paragraph.
Can I fix OCR text from a photo?
Yes, as long as you have the OCR output as text. Run the photo through your OCR tool first to extract the text, then paste the text output into TextClean to fix the formatting.