Created
February 22, 2016 20:50
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Generates a color histogram of an image to compute image distance Raw
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import java.awt.image.BufferedImage | |
import java.io.File | |
import javax.imageio.ImageIO | |
case class Histogram( | |
resolution: Int, | |
pixels: Int, | |
histogram: Array[Array[Array[Int]]] | |
) { | |
def distance(that: Histogram): Double = { | |
require(this.resolution == that.resolution) | |
var sumOfSquares: Double = 0. | |
for (r <- 0 until resolution; g <- 0 until resolution; b <- 0 until resolution) { | |
val diff: Double = | |
this.histogram(r)(g)(b).toDouble / this.pixels - that.histogram(r)(g)(b).toDouble / that.pixels | |
sumOfSquares += (diff * diff) | |
} | |
return Math.sqrt(sumOfSquares) | |
} | |
override def toString(): String = { | |
val histogramString: String = histogram.map(_.map(_.toList).toList).toList.toString | |
return s"Histogram($resolution,$pixels,$histogramString)" | |
} | |
} | |
object Histogram { | |
val BYTE: Int = 256 | |
def apply(file: String, resolution: Int): Histogram = { | |
apply(ImageIO.read(new File(file)), resolution) | |
} | |
def apply(image: BufferedImage, resolution: Int): Histogram = { | |
val bucketSize: Int = BYTE / resolution | |
val numPixels: Int = image.getHeight * image.getWidth | |
val pixels: Array[Int] = image.getRGB( | |
0, | |
0, | |
image.getWidth, | |
image.getHeight, | |
null, | |
0, | |
image.getWidth | |
) | |
val histogram: Array[Array[Array[Int]]] = Array.ofDim[Int](resolution, resolution, resolution) | |
for (i: Int <- pixels) { | |
val (_, r: Int, g: Int, b: Int) = pixel(i) | |
histogram( | |
Math.min(resolution - 1, r / bucketSize) | |
)( | |
Math.min(resolution - 1, g / bucketSize) | |
)( | |
Math.min(resolution - 1, b / bucketSize) | |
) += 1 | |
} | |
return Histogram(resolution, numPixels, histogram) | |
} | |
def pixel(pixel: Int): (Int, Int, Int, Int) = { | |
return ( | |
(pixel >> 24) & 0xff, | |
(pixel >> 16) & 0xff, | |
(pixel >> 8) & 0xff, | |
pixel & 0xff | |
) | |
} | |
} |
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