diff options
author | Nick White <git@njw.name> | 2019-05-13 19:23:03 +0100 |
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committer | Nick White <git@njw.name> | 2019-05-13 19:23:03 +0100 |
commit | 02a6c66eb77a5b455bcf2d0547d2383074eb7e41 (patch) | |
tree | 00f2bde1dfa7a1b23e55478309f26ba1b54fdab9 /preproc/sauvola.go | |
parent | d94fb9f7e74aaad335a587030ed2b4ce44c24cbf (diff) |
Reorganise image manipulation to separate integral image parts
Also unify everything else under preproc/
Note that the UsefulImg interface should be used by the main
functions, to simplify things, but this hasn't been done yet.
Diffstat (limited to 'preproc/sauvola.go')
-rw-r--r-- | preproc/sauvola.go | 55 |
1 files changed, 55 insertions, 0 deletions
diff --git a/preproc/sauvola.go b/preproc/sauvola.go new file mode 100644 index 0000000..e93ea81 --- /dev/null +++ b/preproc/sauvola.go @@ -0,0 +1,55 @@ +package preproc + +import ( + "image" + "image/color" + + "rescribe.xyz/go.git/integralimg" +) + +// Implements Sauvola's algorithm for text binarization, see paper +// "Adaptive document image binarization" (2000) +func Sauvola(img *image.Gray, ksize float64, windowsize int) *image.Gray { + b := img.Bounds() + new := image.NewGray(b) + + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + window := surrounding(img, x, y, windowsize) + m, dev := meanstddev(window) + threshold := m * (1 + ksize * ((dev / 128) - 1)) + if img.GrayAt(x, y).Y < uint8(threshold) { + new.SetGray(x, y, color.Gray{0}) + } else { + new.SetGray(x, y, color.Gray{255}) + } + } + } + + return new +} + +// Implements Sauvola's algorithm using Integral Images, see paper +// "Efficient Implementation of Local Adaptive Thresholding Techniques Using Integral Images" +// and +// https://stackoverflow.com/questions/13110733/computing-image-integral +func IntegralSauvola(img *image.Gray, ksize float64, windowsize int) *image.Gray { + b := img.Bounds() + new := image.NewGray(b) + + integrals := integralimg.ToAllIntegralImg(img) + + for y := b.Min.Y; y < b.Max.Y; y++ { + for x := b.Min.X; x < b.Max.X; x++ { + m, dev := integrals.MeanStdDevWindow(x, y, windowsize) + threshold := m * (1 + ksize * ((dev / 128) - 1)) + if img.GrayAt(x, y).Y < uint8(threshold) { + new.SetGray(x, y, color.Gray{0}) + } else { + new.SetGray(x, y, color.Gray{255}) + } + } + } + + return new +} |