如何获取和设置 EmguCV Mat 图像的像素值？

Question

I'm using the EmguCV 3.0.0 wrapper to the OpenCV 3.0 library. I'm using the Mat class in a few places. Here's an example of a single channel, 8x8 image made of double values:

Mat image = new Mat(8, 8, DepthType.Cv64F, 1);

The Image<> class provides reasonable means for getting and setting pixel values , and the method is identical for the Matrix<> class, but it doesn't seem as obvious for the Mat class. The only way I've figured out how to set individual pixel is using a mask:

// set two pixel values, (0,0) to 9.0, (2, 3) to 42.0

Matrix<byte> mask = new Matrix<byte>(8,8);
mask.Data[0, 0] = 1;
image.SetTo(new MCvScalar(9.0), mask);

mask = new Matrix<byte>(8,8);
mask.Data[2, 3] = 1;
image.SetTo(new MCvScalar(42.0), mask);

This is feels like it should be two lines, not six, so I feel like I'm missing something. Things get even more complicated when the Mat is more than one channel, because Matrix<> is only 2D, so the mask must be used to set the pixel on each channel.

I cannot afford the time or memory to set pixels this way. How can I set pixels with a single method call?

Answer 1

You can get elements from Mat by copying unmanaged memory blocks using DataPointer and converting managed to unmanaged types. Setting values is marshaling in the opposite direction.

For an example you can use such an extension class

public static class MatExtension
{
    public static dynamic GetValue(this Mat mat, int row, int col)
    {
        var value = CreateElement(mat.Depth);
        Marshal.Copy(mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, value, 0, 1);
        return value[0];
    }

    public static void SetValue(this Mat mat, int row, int col, dynamic value)
    {
        var target = CreateElement(mat.Depth, value);
        Marshal.Copy(target, 0, mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, 1);
    }
    private static dynamic CreateElement(DepthType depthType, dynamic value)
    {
        var element = CreateElement(depthType);
        element[0] = value;
        return element;
    }

    private static dynamic CreateElement(DepthType depthType)
    {
        if (depthType == DepthType.Cv8S)
        {
            return new sbyte[1];
        }
        if (depthType == DepthType.Cv8U)
        {
            return new byte[1];
        }
        if (depthType == DepthType.Cv16S)
        {
            return new short[1];
        }
        if (depthType == DepthType.Cv16U)
        {
            return new ushort[1];
        }
        if (depthType == DepthType.Cv32S)
        {
            return new int[1];
        }
        if (depthType == DepthType.Cv32F)
        {
            return new float[1];
        }
        if (depthType == DepthType.Cv64F)
        {
            return new double[1];
        }
        return new float[1];
    }
}

Then getting and setting value is possible by single method call

var row = 2;
var col = 1;
var mat = new Mat(3, 3, DepthType.Cv64F, 3);
mat.SetValue(row, col, 3.14);
var value = mat.GetValue(row, col);

Tests with 200000000 operations shows that dynamic type version can be up to ~2.5x slower than static.

public static double GetDoubleValue(this Mat mat, int row, int col)
{
    var value = new double[1];
    Marshal.Copy(mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, value, 0, 1);
    return value[0];
}

public static void SetDoubleValue(this Mat mat, int row, int col, double value)
{
    var target = new[] { value };
    Marshal.Copy(target, 0, mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, 1);
}

Answer 2

Based on the Bartosz Rachwal's great answer, I've tried to write it for OpenCvSharp:

    public static dynamic GetValue(this Mat mat, int row, int col)
    {
        var value = CreateElement(mat.Type());
        Marshal.Copy(mat.Data + (row * mat.Cols + col) * mat.ElemSize(), value, 0, 1);
        return value[0];
    }
    public static void SetValue(this Mat mat, int row, int col, dynamic value)
    {
        var target = CreateElement(mat.Type(), value);
        Marshal.Copy(target, 0, mat.Data + (row * mat.Cols + col) * mat.ElemSize(), 1);
    }
    private static dynamic CreateElement(MatType depthType, dynamic value)
    {
        var element = CreateElement(depthType);
        element[0] = value;
        return element;
    }
    private static dynamic CreateElement(MatType depthType)
    {
        switch (depthType)
        {
            case MatType.CV_8S:
                return new sbyte[1];
            case MatType.CV_8U:
                return new byte[1];
            case MatType.CV_16S:
                return new short[1];
            case MatType.CV_16U:
                return new ushort[1];
            case MatType.CV_32S:
                return new int[1];
            case MatType.CV_32F:
                return new float[1];
            case MatType.CV_64F:
                return new double[1];
            default:
                throw new NotImplementedException();
        }
    }

Answer 3

A better one.

• Tick "Allow unsafe code" in the project's Debug and Release configurations.
• Code:

public static class MatExtension
{
        public static T Get<T>(this Mat mat, int row, int col)
        {
            unsafe
            {
                var span = new ReadOnlySpan<T>(mat.DataPointer.ToPointer(), mat.Rows * mat.Cols * mat.ElementSize);
                return span[row * mat.Cols + col];
            }
        }

        public static ReadOnlySpan<T> Get<T>(this Mat mat, int row, Range cols)
        {
            unsafe
            {
                var span = new ReadOnlySpan<T>(mat.DataPointer.ToPointer(), mat.Rows * mat.Cols * mat.ElementSize);
                var colOffsets = cols.GetOffsetAndLength(span.Length);
                return span.Slice(row * mat.Cols + colOffsets.Offset, colOffsets.Length);
            }
        }
}

Usage:

using var stats = new Mat();
using var centroids = new Mat();
//...
var x = stats.Get<int>(i,(int)ConnectedComponentsTypes.Left);
var cxy = centroids.Get<double>(i, 0..1);
double cxy0 = cxy[0];
//...

Answer 4

This solution https://stackoverflow.com/a/32559496/15221325 for three color channels as requested by the user Quergo:

At first, nice answer, helped me a lot. But I do not understand how this method deals with multiple channels. In your example you wrote var mat = new Mat(3, 3, DepthType.Cv64F, 3); shouldn't it return a double[] of size 3 containing a value for each channel? – Quergo Nov 18 '19 at 22:30

public static class MatExtension
{
    public static dynamic GetValues(this Mat mat, int row, int col)
    {
        var value = CreateElement3Channels(mat.Depth);
        Marshal.Copy(mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, value, 0, 3);
        return value;
    }

    public static dynamic GetValue(this Mat mat, int channel, int row, int col)
    {
        var value = CreateElement3Channels(mat.Depth);
        Marshal.Copy(mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, value, 0, 3);
        return value[channel];
    }

    public static dynamic GetValue(this Mat mat, int row, int col)
    {
        var value = CreateElement(mat.Depth);
        Marshal.Copy(mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, value, 0, 1);
        return value[0];
    }

    public static void SetValues(this Mat mat, int row, int col, dynamic value)
    {
        Marshal.Copy(value, 0, mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, 3);
    }

    public static void SetValue(this Mat mat, int channel, int row, int col, dynamic value)
    {
        var element = GetValues(mat, row, col);
        var target = CreateElement(element, value, channel);
        Marshal.Copy(target, 0, mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, 3);
    }

    public static void SetValue(this Mat mat, int row, int col, dynamic value)
    {
        var target = CreateElement(mat.Depth, value);
        Marshal.Copy(target, 0, mat.DataPointer + (row * mat.Cols + col) * mat.ElementSize, 1);
    }

    private static dynamic CreateElement(dynamic element, dynamic value, int channel)
    {
        element[channel] = value;
        return element;
    }

    private static dynamic CreateElement(DepthType depthType, dynamic value)
    {
        var element = CreateElement(depthType);
        element[0] = value;
        return element;
    }

    private static dynamic CreateElement3Channels(DepthType depthType)
    {
        if (depthType == DepthType.Cv8S)
        {
            return new sbyte[3];
        }

        if (depthType == DepthType.Cv8U)
        {
            return new byte[3];
        }

        if (depthType == DepthType.Cv16S)
        {
            return new short[3];
        }

        if (depthType == DepthType.Cv16U)
        {
            return new ushort[3];
        }

        if (depthType == DepthType.Cv32S)
        {
            return new int[3];
        }

        if (depthType == DepthType.Cv32F)
        {
            return new float[3];
        }

        if (depthType == DepthType.Cv64F)
        {
            return new double[3];
        }

        return new float[3];
    }

    private static dynamic CreateElement(DepthType depthType)
    {
        if (depthType == DepthType.Cv8S)
        {
            return new sbyte[1];
        }

        if (depthType == DepthType.Cv8U)
        {
            return new byte[1];
        }

        if (depthType == DepthType.Cv16S)
        {
            return new short[1];
        }

        if (depthType == DepthType.Cv16U)
        {
            return new ushort[1];
        }

        if (depthType == DepthType.Cv32S)
        {
            return new int[1];
        }

        if (depthType == DepthType.Cv32F)
        {
            return new float[1];
        }

        if (depthType == DepthType.Cv64F)
        {
            return new double[1];
        }

        return new float[1];
    }
}

Answer 5

you can easily get and set the pixel value of the Mat image in two ways:

1- convert Mat image to Image<ColorType, DDepth>
2- use SetValue and GetValue directly from the Mat class.

1- convert Mat image to Image<> Format:

int row = 0;
int col = 1;
int channel = 6;
Mat Image = CvInvoke.Imread("path");
Image<Gray, Byte> ImageFormat = Image.ToImage<Gray, Byte>();
int pixVal = ImageFormat.Data[row, col, channel];

// for set value 

int numValue = 165;
ImageFormat.Data[row, col, channel] = numValue;

you can access to Mat Format of Image<> with:

ImageFormat.Mat;

2- you can set or get pixel values directly with SetValue and GetValue methods (these methods return an object, you have to convert the object to a number):

object pixVal = Image.Data.GetValue(row, col, channel);
float pixValue = Convert.ToInt32(pixVal);

// for set value:

float setPixVal = 159;
Image.Data.SetValue(setPixVal, row, col, channel);