OpenCV中分水岭分割的图像格式不匹配

时间:2014-07-23 11:55:36

标签: java opencv watershed

我尝试使用Java包装器为OpenCV实现分水岭分割。

这就是我正在做的事情:

public void watershedSegmentation(Mat image)
    {
        Mat target =  new Mat(image.rows(), image.cols(), CvType.CV_8UC3);
        Imgproc.cvtColor(image, target, Imgproc.COLOR_BGRA2RGB);

        //Conversion to 8UC1 grayscale image
        Mat grayScale = new Mat(image.rows(), image.cols(), CvType.CV_64FC1);
        Imgproc.cvtColor(image, grayScale, Imgproc.COLOR_BGR2GRAY);


        //Otsu's Threshold, applied to the grayscale image
        Imgproc.threshold(grayScale, grayScale, 0, 255, Imgproc.THRESH_OTSU);

        //constructing a 3x3 kernel for morphological opening
        Mat openingKernel = Mat.ones(3,3, CvType.CV_8U);
        Imgproc.morphologyEx(grayScale, grayScale, Imgproc.MORPH_OPEN, openingKernel, new Point(-1,-1), 3);

        //dilation operation for extracting the background
        Imgproc.dilate(grayScale, grayScale, openingKernel, new Point(-1,-1), 1);


        Imgproc.watershed(target, grayScale);

    }

就在我调用“分水岭”的地方,我看到一个错误,上面写着:

OpenCV Error: Unsupported format or combination of formats (Only 32-bit, 1-channel output images are supported) in cvWatershed, file ..\..\..\..\opencv\modules\imgproc\src\segmentation.cpp, line 151
Exception in thread "main" CvException [org.opencv.core.CvException: cv::Exception: ..\..\..\..\opencv\modules\imgproc\src\segmentation.cpp:151: error: (-210) Only 32-bit, 1-channel output images are supported in function cvWatershed
]
    at org.opencv.imgproc.Imgproc.watershed_0(Native Method)
    at org.opencv.imgproc.Imgproc.watershed(Imgproc.java:9732)
    at segmentation.Segmentation.watershedSegmentation(Segmentation.java:60)
    at segmentation.Segmentation.main(Segmentation.java:29)

我明白了,OpenCV正在寻找一个32位的1声道文件作为输出。

我尝试了所有可能的组合:

  • CvType.CV_32FC1,

  • CvType.CV_32F,

  • CvType.CV_32S,

  • CvType.CV_32SC1,

  • CvType.CV_8UC1,

  • CvType.CV_16UC1

......所有这些。

错误很有弹性。它拒绝离开。

请帮忙。

提前致谢。

1 个答案:

答案 0 :(得分:2)

您的灰度矩阵最有可能是CV_8UC1类型,即使您使用CV_64F标志创建了它,经过Imgproc.cvtColor(image, grayScale, Imgproc.COLOR_BGR2GRAY);

watershed期望第二个矩阵参数是CV_32F矩阵,填充了区域的初始种子,请参阅the doc

[编辑] 在评论之后,如果您只想要分水岭运行,您可以执行以下操作:

Mat seeds = new Mat(image.rows(), image.cols(), CvType.CV_32FC1);
for (int i = 0; i < 10; ++i) {
  // initialize 10 random seeds
  seeds.at<float>(rand()%image.rows, rand()%image.cols) = i; // translate that into the Java interface
}
Imgproc.watershed(target, seeds);
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