OCR — IMAGE TO TEXT
JPG to Text — Free Image OCR (JPG to TXT)
Extract text from a JPG or JPEG image for free. Runs OCR in your browser, so photos of documents, screenshots, and scans never leave your device.
ملفاتك لا تغادر جهازك أبدًا.
Drop a file here or click to choose
A JPG image — reads the text with in-browser OCR (first run downloads the OCR engine)
Pull the words out of a JPG image and get plain, editable text back. This is optical character recognition (OCR): it reads the pixels that form letters in a photo or screenshot and rebuilds them as characters you can copy, search, and paste.
Everything happens inside your browser using the open-source Tesseract engine — the JPG is decoded and read locally, so a photographed contract, a receipt, or a screenshot of text is never uploaded anywhere. The first run downloads the recognition model once, then works offline.
What affects recognition accuracy
OCR quality is decided almost entirely by the source image, not the tool. A few things move the needle far more than anything else:
- Resolution — text should be at least ~20 pixels tall; tiny type blurs into noise.
- Contrast — dark text on a plain light background reads best; low contrast misreads.
- Focus and lighting — motion blur, shadows, and glare from a phone photo all cost accuracy.
- Straightness — keep lines roughly horizontal; a tilted photo throws off line detection.
- Font — clean printed fonts read well; decorative, condensed, or handwritten text does not.
How to use it
- Select or drop the JPG image that contains the text you want to extract.
- Wait for the OCR pass to finish — a larger or busier image takes a little longer.
- Review the extracted text, fix any misread characters, then copy it or save it as a .txt file.
Frequently asked questions
- How accurate is JPG to text conversion?
- It depends on the source. Clean, high-resolution text in a common font on a plain background reads very well; blurry phone photos, low light, heavy JPEG compression, handwriting, or unusual fonts produce mistakes. Always proofread — OCR gets you most of the way, not perfection.
- Is my image uploaded to a server?
- No. Recognition runs in your browser with a WebAssembly build of Tesseract. The JPG is read on your device and nothing is sent to us, which is why it's safe for sensitive documents.
- Can it read handwriting?
- Not reliably. Tesseract is built for printed and typeset text; cursive or casual handwriting mostly comes out as gibberish. Handwriting recognition is a different, much harder problem.
- Which languages can it read?
- Latin-script text (English and similar alphabets) by default. Scripts like Arabic, Chinese, or Cyrillic need their own trained data, which isn't loaded here, so they won't read correctly.