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Home/ Questions/Q 8462397
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Editorial Team
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Editorial Team
Asked: June 10, 20262026-06-10T14:09:20+00:00 2026-06-10T14:09:20+00:00

I am making a simple OCR Android App using TessBaseAPI for my project. I

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I am making a simple OCR Android App using TessBaseAPI for my project. I have done some image preprocessing steps like binarization and image inhancement. But their result is 50% to 60%. How can we improve the recognition rate?

I include two sample images.

http://imageshack.us/photo/my-images/94/1school.jpg/

http://imageshack.us/photo/my-images/43/15071917.jpg/

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  1. Editorial Team
    Editorial Team
    2026-06-10T14:09:22+00:00Added an answer on June 10, 2026 at 2:09 pm

    The following additions to above command works for your second image:

    -negate \
    -deskew 40% \
    +repage \
    -crop 393x110+0+0 \
    

    They add appropriate levels of deskewing and cropping to the result, so that Tesseract’s life gets a bit easier…

    So the complete command should be the following, which produces the correct result on my system:

    convert 15071917.jpg            \
       -type grayscale              \
       -negate                      \
       -gamma 1                     \
       -contrast  -contrast  -contrast  -contrast  -contrast  -contrast  -contrast  -contrast  -contrast  -contrast  \
       -normalize -normalize -normalize -normalize -normalize -normalize -normalize -normalize -normalize -normalize \
       -despeckle -despeckle -despeckle -despeckle -despeckle -despeckle -despeckle -despeckle -despeckle -despeckle \
       -negate                      \
       -deskew 40%                  \
       +repage                      \
       -crop 393x110+0+0            \
        15071917.png                \
    &&                              \
    tesseract 15071917.png OUT && cat OUT.txt
    
      Tesseract Open Source OCR Engine v3.01 with Leptonica
        Page 0
        TESCO
    

    This is the original picture (left) with the resulting picture of the modified command (right):
     

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