Image to Text Converter — Extract Text from Photos (OCR)

What is an Image to Text Converter?

An Image to Text Converter (इमेज से टेक्स्ट कन्वर्टर) uses OCR — Optical Character Recognition — to find the letters in a picture and turn them into text you can select, edit, copy and search. Instead of retyping a paragraph from a screenshot, a page of a book, a notice board photo, a receipt or a scanned form, you let the computer read it for you.

This tool is built on Tesseract, one of the best-known open-source OCR engines, compiled to run inside your web browser. It supports English, Hindi, mixed English + Hindi, and nine more Indian languages: Marathi, Bengali, Gujarati, Punjabi, Tamil, Telugu, Kannada, Malayalam and Urdu. You can paste a screenshot directly, see the result in an editable box, and copy it or download it as a text file.

The OCR engine runs in a background worker on your device. The first time you use it, your browser downloads the engine and the language data from a public CDN; after that it is cached. Your image itself is never uploaded anywhere.

Key Features

• English and Hindi OCR, including mixed English + Hindi documents.
• Nine more Indian languages: Marathi, Bengali, Gujarati, Punjabi, Tamil, Telugu, Kannada, Malayalam and Urdu.
• Image enhancement: grayscale, automatic contrast and upscaling of small images to help the engine.
• Editable result: fix any mistakes before copying.
• Copy or download the text as a UTF-8 .txt file (Hindi and other scripts saved correctly).
• Useful stats: word count, character count, confidence and processing time.
• Paste support: paste screenshots with Ctrl+V / Cmd+V.
• Progress bar while the engine loads and reads.
• Re-read instantly with a different language or with enhancement switched off.
• Private: the image never leaves your device; free with no sign-up.

How to Convert an Image to Text — Step by Step

1. Select the language of the text in your image.
2. Add the image by choosing a file, dragging it in, or pasting a screenshot.
3. Wait for the first-time download of the engine and language data (shown in the progress bar).
4. Let the tool read the text — usually a few seconds per image.
5. Review the result and correct anything the engine misread.
6. Copy the text or download it as a .txt file.
7. Try again with another language or with Enhance off if the result is poor.

Supported Languages

How to Get the Best Accuracy

OCR works by recognising the shapes of letters, so anything that makes those shapes clearer helps. Take the photo straight on rather than at an angle, in bright, even light without shadows across the page. Make sure the text is in focus — tap the screen on the text before taking the photo. Text should be reasonably large in the image; if the letters are tiny, move closer or crop. Keep Enhance image switched on for phone photos: it converts the image to grayscale, stretches the contrast so dark text stands out from the page, and enlarges small images, all of which help the engine.

Choose the right language: reading Hindi text with the English model produces nonsense, and the mixed English + Hindi option is slower than a single language, so use it only for genuinely bilingual pages. For screenshots, use the original image file rather than a photo of a screen, which adds blur and reflections.

How OCR Works Behind the Scenes

OCR happens in several stages. First the image is cleaned up: converted to grayscale, contrast is improved and the text is separated from the background (this tool's Enhance option helps with that step). Next the engine analyses the layout, finding blocks of text, then lines, then individual words. Finally a neural network — Tesseract uses an LSTM (long short-term memory) model trained on large amounts of printed text in each language — reads each line as a sequence and predicts the most likely characters. The language you select decides which trained model is used, which is why choosing Hindi for Hindi text and English for English text matters so much.

The confidence score shown after reading is the engine's average certainty across the recognised words. A high score usually means clean, reliable text; a low score means you should proofread carefully or try a better image.

OCR and Privacy

People often need OCR for sensitive material: ID cards, bank statements, medical prescriptions, contracts and private messages. Cloud OCR services send these images to remote servers. Here, the only things downloaded are the open-source engine and the language model; recognition runs in a Web Worker on your own device and the image is never transmitted. Once the files are cached, reading works quickly even on slower connections.

Why Choose the Prompt Minds Image to Text Converter?

Many online OCR services upload your image to their servers — a real concern for ID cards, bank documents, medical reports or private messages. Here the recognition runs on your own device; only the engine and language files are downloaded.

The tool is also designed for Indian users, with Hindi and nine other Indian languages one click away, correct UTF-8 text downloads, and honest guidance about what OCR can and cannot do. There are no daily limits, watermarks or sign-ups.

Tables, Columns and Layouts

OCR reads text line by line, so complex layouts can come out in an unexpected order. A two-column page may be read across both columns, and tables are turned into lines of text separated by spaces rather than a real table. For the cleanest results, crop each column or table section separately and read them one at a time, then paste the pieces in order. For simple tables, you can paste the result into a spreadsheet and split the columns there.

10 Real-World Use Cases

1. Copying text from screenshots of chats, apps or websites that block copying.
2. Digitising printed notes and book pages for study.
3. Extracting text from Hindi notices and circulars.
4. Reading receipts and bills to record expenses.
5. Getting text from scanned letters to edit and reply.
6. Copying addresses and phone numbers from visiting cards.
7. Translating text — extract it here, then paste it into a translator.
8. Quoting from photos of slides taken in class or at a conference.
9. Searching old documents by turning images into searchable text.
10. Helping people with low vision by converting image text to text a screen reader can read.

Common Mistakes to Avoid

• Selecting the wrong language. The engine can only recognise the script of the model you choose.
• Blurry or tilted photos. Retake the photo straight on, or straighten it with our Rotate Image tool.
• Expecting perfect handwriting recognition. Cursive handwriting is very difficult for OCR.
• Not proofreading. Always check names, numbers and amounts before using the text.
• Reading huge mixed layouts. Crop multi-column pages into separate parts for better results.

Browser Support and Limits

The converter works in current versions of Chrome, Edge, Firefox, Safari and Samsung Internet on phones and computers. An internet connection is needed the first time to download the OCR engine and the selected language data; later runs reuse the browser cache. Images can be up to 25 MB; with Enhance image on, very large images are scaled to about 3,000 pixels before reading and small images are enlarged. Reading time depends on image size and device speed — a few seconds on a computer, longer on older phones. The output is plain text without formatting.

Image to Text (OCR) — Key Facts

Frequently Asked Questions

Explore More Prompt Minds Tools

Image to Text (OCR) works great alongside our other free tools. Every Prompt Minds tool runs entirely in your browser — no sign-up, no uploads, no watermarks. Browse all free tools.