com.intel.analytics.bigdl.transform.vision.image.augmentation.Hue.scala Maven / Gradle / Ivy
/*
* Copyright 2016 The BigDL Authors.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.intel.analytics.bigdl.transform.vision.image.augmentation
import java.util
import com.intel.analytics.bigdl.transform.vision.image.opencv.OpenCVMat
import com.intel.analytics.bigdl.transform.vision.image.{FeatureTransformer, ImageFeature}
import com.intel.analytics.bigdl.utils.RandomGenerator._
import org.opencv.core.{Core, Mat}
import org.opencv.imgproc.Imgproc
/**
* Adjust image hue
* @param deltaLow hue parameter: low bound
* @param deltaHigh hue parameter: high bound
*/
class Hue(deltaLow: Double, deltaHigh: Double)
extends FeatureTransformer {
override def transformMat(feature: ImageFeature): Unit = {
Hue.transform(feature.opencvMat(), feature.opencvMat(), RNG.uniform(deltaLow, deltaHigh))
}
}
object Hue {
def apply(deltaLow: Double, deltaHigh: Double): Hue = new Hue(deltaLow, deltaHigh)
def transform(input: OpenCVMat, output: OpenCVMat, delta: Double): OpenCVMat = {
if (delta != 0) {
// Convert to HSV colorspae
Imgproc.cvtColor(input, output, Imgproc.COLOR_BGR2HSV)
// Split the image to 3 channels.
val channels = new util.ArrayList[Mat]()
Core.split(output, channels)
// Adjust the hue.
channels.get(0).convertTo(channels.get(0), -1, 1, delta)
Core.merge(channels, output)
(0 until channels.size()).foreach(channels.get(_).release())
// Back to BGR colorspace.
Imgproc.cvtColor(output, output, Imgproc.COLOR_HSV2BGR)
} else {
if (input != output) input.copyTo(output)
}
output
}
}