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-rw-r--r--sauvola.go76
1 files changed, 76 insertions, 0 deletions
diff --git a/sauvola.go b/sauvola.go
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+++ b/sauvola.go
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+package preproc
+
+import (
+ "image"
+ "image/color"
+
+ "rescribe.xyz/preproc/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
+}
+
+// PreCalcedSauvola Implements Sauvola's algorithm using precalculated Integral Images
+// TODO: have this be the root function that the other two reference
+func PreCalcedSauvola(integrals integralimg.WithSq, 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++ {
+ 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
+}