OCR for numbers with gray noisy background

I tried to run OCR on multiple scanned sheets with numbers like this image (All with same background, digits only):

But all trials failed! I tried offline OCRs: gocr, tesseract and couple of online OCRs; but all TOTALLY failed!

What should I do?

First you must tweak those images. I recommend a batch tool like XnViewMP which is free and multiplatform.

It has a file explorer. Select all your images, then go to Tools - Batch convert. Add actions like I did:

Here are my actions:

1. HLS - make it grayscale:
   • Hue: 0
   • Lightness: 0
   • Saturation: -127
2. Levels - lower black level a bit so that the gray noise will disappear
   • Black point: 0
   • White point: 212 - may vary depending on image
3. Reduce noise filter
4. Adjust for increasing the contrast
   • Brightness: 0
   • Contrast: 127 - this one matters
   • Gamma: 1.06
5. Minimum for making the black thicker
   • Filter size: 5x5 - may vary depending on image

Don't forget to save as tiff (See Output tab). After that I run tesseract:

tesseract test.tif text -psm 7

Note I selected PSM mode 7: Treat the image as a single text line. If you have multiple lines you'll probably need to use mode 6 or 3.

And here are the contents of text.txt output file:

570 394 666 638 043

I tried to recognise your image with OCR technology by ABBYY:

More information about ABBYY's products you can find at abbyy.com.
I work for ABBYY and ready to help, if you have questions.