OpenCV图像颜色模型转换:cvtColor函数的使用

Opencv提供了不同颜色模型之间转换的函数cvtColor,可以很容易的将一种颜色模型转换为另一种颜色模型。

原型

CV_EXPORTS_W void cvtColor( InputArray src, OutputArray dst, int code, int dstCn = 0 );

功能:转换一种颜色空间到另一种颜色空间。

在转换RGB颜色空间的情况下,通道的顺序应该被明确指定 (RGB 或 BGR)。注意在 OpenCV 中缺省的颜色格式经常被指定为RGB,但是实际上是BGR(字节顺序颠倒),所以在一个标准的(24位)彩色图像中第一个字节是一个8位的蓝色部分,第二个字节是绿色部分,第三个字节是红色部分,接着第四、第五、第六个字节将是第二个像素(蓝色、绿色、红色),一直这样排下去。

The R, G, B 通道取值的常规范围是:

  • CV_8U 图像:0-255

  • CV_16U 图像: 0-65535

  • CV_32F 图像:0-1

在线性转换的情况下,取值范围没有要求.但是在非线性转换的情况下,一个输入的RGB图像为了能获得正确的结果要归一化到正确正确的取值范围之内,例如RGB->LUV转换.比如如果你有一个32位浮点数的图像直接从一个8位的图像转换而来,没有任何缩放。 那么它将具有0..255的值范围而不是该函数假定的0..1。所以,在调用cvtColor之前,您需要先将图像缩小:

img *= 1./255;
cvtColor(img, img, COLOR_BGR2Luv);

如果你用8位的图像使用cvtColor,转换将会丢失一些信息,对许多应用来说,这并不是那么显而易见,但是当应用需要足够的颜色区间,或者在一个操作前转换一个图像然后再转换回来,应用被推荐使用32位的图像。

如果转换增加了alpha通道, 他的值将被设置为对应通道值范围的最大值:

  • CV_8U:255,

  • CV_16U:65535,

  • CV_32F:1.

    参数释义

  • 参数1 src 输入图像: 8位无符号整型,16位无符号整型 ( CV_16UC... ), 或者单精度浮点数。

  • 参数2 dst 输出图像,大小、深度和原图像一致。

  • 参数3 code 颜色空间转换码 (来自ColorConversionCodes).

  • 参数4 dstCn 目标图像的通道数; 如果参数是0,通道数自动由src和code决定.

参考函数: imgproc_color_conversions

使用源码

代码功能是实现32位浮点数RGB图像到HSV、YUV、GRAY、LAB的转换。

#include "pch.h"
#include <iostream>
#include <opencv2\opencv.hpp>
​
int main()
{
    cv::Mat img;
    img = cv::imread("F:/openCV/images/juice.jpg");     // 读取图像
​
    if (img.empty())    // 判断是否读取成功
    {
        std::cout << "导入图像失败!";
        std::cin.get();     // 读取错误时,为了能在控制台dos窗口看到输出的信息,而不是一闪而过
        return -1;
    }
    else
    {
        std::cout << "导入图像成功!"<<std::endl;
    }
​
    cv::Mat hsv;
    cv::Mat yuv;
    cv::Mat gray;
    cv::Mat lab;
​
    std::cout << "depth:" << img.depth()<<std::endl;
​
    cv::Mat img32;
    img.convertTo(img32, CV_32F, 1./255);    // CV_8U转换为CV_32F
    std::cout << "depth:" << img32.depth() << std::endl;
​
    cv::cvtColor(img32, hsv, cv::COLOR_RGB2HSV);
    cv::cvtColor(img32, yuv, cv::COLOR_RGB2YUV);
    cv::cvtColor(img32, gray, cv::COLOR_RGB2GRAY);
    cv::cvtColor(img32, lab, cv::COLOR_RGB2Lab);
​
    cv::imshow("原图", img);    // 显示原图图像
    cv::imshow("hsv", hsv);    // 显示hsv图像
    cv::imshow("yuv", yuv);    // 显示yuv图像
    cv::imshow("gray", gray);    // 显示gray图像
    cv::imshow("lab", lab);    // 显示gray图像
​
    cv::waitKey(0);    // 一直显示图像直到摁下任意键
    return 0;
}

运行结果如下图所示:

附注:

  • 归一化就是要把需要处理的数据经过处理后(通过某种算法)限制在你需要的一定范围内

  • ColorConversionCodes

/** the color conversion codes
@see @ref imgproc_color_conversions
@ingroup imgproc_color_conversions
 */
enum ColorConversionCodes {
    COLOR_BGR2BGRA     = 0, //!< 增加alpha通道到RGB或BGR图像
    COLOR_RGB2RGBA     = COLOR_BGR2BGRA,
​
    COLOR_BGRA2BGR     = 1, //!< 从RGB或BGR图像中删除alpha通道
    COLOR_RGBA2RGB     = COLOR_BGRA2BGR,
​
    COLOR_BGR2RGBA     = 2, //!< 在RGB和BGR颜色空间之间转换(有或者没有alpha通道)
    COLOR_RGB2BGRA     = COLOR_BGR2RGBA,
​
    COLOR_RGBA2BGR     = 3,
    COLOR_BGRA2RGB     = COLOR_RGBA2BGR,
​
    COLOR_BGR2RGB      = 4,
    COLOR_RGB2BGR      = COLOR_BGR2RGB,
​
    COLOR_BGRA2RGBA    = 5,
    COLOR_RGBA2BGRA    = COLOR_BGRA2RGBA,
​
    COLOR_BGR2GRAY     = 6, //!< 在RGB/BGR和grayscale之间转换, 参考 color_convert_rgb_gray "color conversions"
    COLOR_RGB2GRAY     = 7,
    COLOR_GRAY2BGR     = 8,
    COLOR_GRAY2RGB     = COLOR_GRAY2BGR,
    COLOR_GRAY2BGRA    = 9,
    COLOR_GRAY2RGBA    = COLOR_GRAY2BGRA,
    COLOR_BGRA2GRAY    = 10,
    COLOR_RGBA2GRAY    = 11,
​
    COLOR_BGR2BGR565   = 12, //!< 在RGB/BGR和BGR565(16位图像)之间转换
    COLOR_RGB2BGR565   = 13,
    COLOR_BGR5652BGR   = 14,
    COLOR_BGR5652RGB   = 15,
    COLOR_BGRA2BGR565  = 16,
    COLOR_RGBA2BGR565  = 17,
    COLOR_BGR5652BGRA  = 18,
    COLOR_BGR5652RGBA  = 19,
​
    COLOR_GRAY2BGR565  = 20, //!< 从grayscale到BGR565 (16位图像)转换
    COLOR_BGR5652GRAY  = 21,
​
    COLOR_BGR2BGR555   = 22,  //!< 从RGB/BGR到BGR555(16位图像)转换
    COLOR_RGB2BGR555   = 23,
    COLOR_BGR5552BGR   = 24,
    COLOR_BGR5552RGB   = 25,
    COLOR_BGRA2BGR555  = 26,
    COLOR_RGBA2BGR555  = 27,
    COLOR_BGR5552BGRA  = 28,
    COLOR_BGR5552RGBA  = 29,
​
    COLOR_GRAY2BGR555  = 30, //!< 从grayscale到BGR555(16位图像)转换
    COLOR_BGR5552GRAY  = 31,
​
    COLOR_BGR2XYZ      = 32, //!< 从RGB/BGR到CIE XYZ, 参考 color_convert_rgb_xyz "color conversions"
    COLOR_RGB2XYZ      = 33,
    COLOR_XYZ2BGR      = 34,
    COLOR_XYZ2RGB      = 35,
​
    COLOR_BGR2YCrCb    = 36, //!< 从RGB/BGR 到luma-chroma (aka YCC),参考 color_convert_rgb_ycrcb "color conversions"
    COLOR_RGB2YCrCb    = 37,
    COLOR_YCrCb2BGR    = 38,
    COLOR_YCrCb2RGB    = 39,
​
    COLOR_BGR2HSV      = 40, //!< 从RGB/BGR到HSV (hue saturation value), 参考 color_convert_rgb_hsv "color conversions"
    COLOR_RGB2HSV      = 41,
​
    COLOR_BGR2Lab      = 44, //!< 转换RGB/BGR到CIE Lab, 参考 color_convert_rgb_lab "color conversions"
    COLOR_RGB2Lab      = 45,
​
    COLOR_BGR2Luv      = 50, //!< 转换RGB/BGR到CIE Luv, 参考color_convert_rgb_luv "color conversions"
    COLOR_RGB2Luv      = 51,
    COLOR_BGR2HLS      = 52, //!< 转换RGB/BGR到HLS( 色度 亮度 饱和度),参考color_convert_rgb_hls "color conversions"
    COLOR_RGB2HLS      = 53,
​
    COLOR_HSV2BGR      = 54, //!< 反向转换到 RGB/BGR
    COLOR_HSV2RGB      = 55,
​
    COLOR_Lab2BGR      = 56,
    COLOR_Lab2RGB      = 57,
    COLOR_Luv2BGR      = 58,
    COLOR_Luv2RGB      = 59,
    COLOR_HLS2BGR      = 60,
    COLOR_HLS2RGB      = 61,
​
    COLOR_BGR2HSV_FULL = 66,
    COLOR_RGB2HSV_FULL = 67,
    COLOR_BGR2HLS_FULL = 68,
    COLOR_RGB2HLS_FULL = 69,
​
    COLOR_HSV2BGR_FULL = 70,
    COLOR_HSV2RGB_FULL = 71,
    COLOR_HLS2BGR_FULL = 72,
    COLOR_HLS2RGB_FULL = 73,
​
    COLOR_LBGR2Lab     = 74,
    COLOR_LRGB2Lab     = 75,
    COLOR_LBGR2Luv     = 76,
    COLOR_LRGB2Luv     = 77,
​
    COLOR_Lab2LBGR     = 78,
    COLOR_Lab2LRGB     = 79,
    COLOR_Luv2LBGR     = 80,
    COLOR_Luv2LRGB     = 81,
​
    COLOR_BGR2YUV      = 82, //!< RGB/BGR和YUV之间的转换
    COLOR_RGB2YUV      = 83,
    COLOR_YUV2BGR      = 84,
    COLOR_YUV2RGB      = 85,
​
    //! YUV 4:2:0 family to RGB
    COLOR_YUV2RGB_NV12  = 90,
    COLOR_YUV2BGR_NV12  = 91,
    COLOR_YUV2RGB_NV21  = 92,
    COLOR_YUV2BGR_NV21  = 93,
    COLOR_YUV420sp2RGB  = COLOR_YUV2RGB_NV21,
    COLOR_YUV420sp2BGR  = COLOR_YUV2BGR_NV21,
​
    COLOR_YUV2RGBA_NV12 = 94,
    COLOR_YUV2BGRA_NV12 = 95,
    COLOR_YUV2RGBA_NV21 = 96,
    COLOR_YUV2BGRA_NV21 = 97,
    COLOR_YUV420sp2RGBA = COLOR_YUV2RGBA_NV21,
    COLOR_YUV420sp2BGRA = COLOR_YUV2BGRA_NV21,
​
    COLOR_YUV2RGB_YV12  = 98,
    COLOR_YUV2BGR_YV12  = 99,
    COLOR_YUV2RGB_IYUV  = 100,
    COLOR_YUV2BGR_IYUV  = 101,
    COLOR_YUV2RGB_I420  = COLOR_YUV2RGB_IYUV,
    COLOR_YUV2BGR_I420  = COLOR_YUV2BGR_IYUV,
    COLOR_YUV420p2RGB   = COLOR_YUV2RGB_YV12,
    COLOR_YUV420p2BGR   = COLOR_YUV2BGR_YV12,
​
    COLOR_YUV2RGBA_YV12 = 102,
    COLOR_YUV2BGRA_YV12 = 103,
    COLOR_YUV2RGBA_IYUV = 104,
    COLOR_YUV2BGRA_IYUV = 105,
    COLOR_YUV2RGBA_I420 = COLOR_YUV2RGBA_IYUV,
    COLOR_YUV2BGRA_I420 = COLOR_YUV2BGRA_IYUV,
    COLOR_YUV420p2RGBA  = COLOR_YUV2RGBA_YV12,
    COLOR_YUV420p2BGRA  = COLOR_YUV2BGRA_YV12,
​
    COLOR_YUV2GRAY_420  = 106,
    COLOR_YUV2GRAY_NV21 = COLOR_YUV2GRAY_420,
    COLOR_YUV2GRAY_NV12 = COLOR_YUV2GRAY_420,
    COLOR_YUV2GRAY_YV12 = COLOR_YUV2GRAY_420,
    COLOR_YUV2GRAY_IYUV = COLOR_YUV2GRAY_420,
    COLOR_YUV2GRAY_I420 = COLOR_YUV2GRAY_420,
    COLOR_YUV420sp2GRAY = COLOR_YUV2GRAY_420,
    COLOR_YUV420p2GRAY  = COLOR_YUV2GRAY_420,
​
    //! YUV 4:2:2 family to RGB
    COLOR_YUV2RGB_UYVY = 107,
    COLOR_YUV2BGR_UYVY = 108,
    //COLOR_YUV2RGB_VYUY = 109,
    //COLOR_YUV2BGR_VYUY = 110,
    COLOR_YUV2RGB_Y422 = COLOR_YUV2RGB_UYVY,
    COLOR_YUV2BGR_Y422 = COLOR_YUV2BGR_UYVY,
    COLOR_YUV2RGB_UYNV = COLOR_YUV2RGB_UYVY,
    COLOR_YUV2BGR_UYNV = COLOR_YUV2BGR_UYVY,
​
    COLOR_YUV2RGBA_UYVY = 111,
    COLOR_YUV2BGRA_UYVY = 112,
    //COLOR_YUV2RGBA_VYUY = 113,
    //COLOR_YUV2BGRA_VYUY = 114,
    COLOR_YUV2RGBA_Y422 = COLOR_YUV2RGBA_UYVY,
    COLOR_YUV2BGRA_Y422 = COLOR_YUV2BGRA_UYVY,
    COLOR_YUV2RGBA_UYNV = COLOR_YUV2RGBA_UYVY,
    COLOR_YUV2BGRA_UYNV = COLOR_YUV2BGRA_UYVY,
​
    COLOR_YUV2RGB_YUY2 = 115,
    COLOR_YUV2BGR_YUY2 = 116,
    COLOR_YUV2RGB_YVYU = 117,
    COLOR_YUV2BGR_YVYU = 118,
    COLOR_YUV2RGB_YUYV = COLOR_YUV2RGB_YUY2,
    COLOR_YUV2BGR_YUYV = COLOR_YUV2BGR_YUY2,
    COLOR_YUV2RGB_YUNV = COLOR_YUV2RGB_YUY2,
    COLOR_YUV2BGR_YUNV = COLOR_YUV2BGR_YUY2,
​
    COLOR_YUV2RGBA_YUY2 = 119,
    COLOR_YUV2BGRA_YUY2 = 120,
    COLOR_YUV2RGBA_YVYU = 121,
    COLOR_YUV2BGRA_YVYU = 122,
    COLOR_YUV2RGBA_YUYV = COLOR_YUV2RGBA_YUY2,
    COLOR_YUV2BGRA_YUYV = COLOR_YUV2BGRA_YUY2,
    COLOR_YUV2RGBA_YUNV = COLOR_YUV2RGBA_YUY2,
    COLOR_YUV2BGRA_YUNV = COLOR_YUV2BGRA_YUY2,
​
    COLOR_YUV2GRAY_UYVY = 123,
    COLOR_YUV2GRAY_YUY2 = 124,
    //CV_YUV2GRAY_VYUY    = CV_YUV2GRAY_UYVY,
    COLOR_YUV2GRAY_Y422 = COLOR_YUV2GRAY_UYVY,
    COLOR_YUV2GRAY_UYNV = COLOR_YUV2GRAY_UYVY,
    COLOR_YUV2GRAY_YVYU = COLOR_YUV2GRAY_YUY2,
    COLOR_YUV2GRAY_YUYV = COLOR_YUV2GRAY_YUY2,
    COLOR_YUV2GRAY_YUNV = COLOR_YUV2GRAY_YUY2,
​
    //! alpha premultiplication
    COLOR_RGBA2mRGBA    = 125,
    COLOR_mRGBA2RGBA    = 126,
​
    //! RGB to YUV 4:2:0 family
    COLOR_RGB2YUV_I420  = 127,
    COLOR_BGR2YUV_I420  = 128,
    COLOR_RGB2YUV_IYUV  = COLOR_RGB2YUV_I420,
    COLOR_BGR2YUV_IYUV  = COLOR_BGR2YUV_I420,
​
    COLOR_RGBA2YUV_I420 = 129,
    COLOR_BGRA2YUV_I420 = 130,
    COLOR_RGBA2YUV_IYUV = COLOR_RGBA2YUV_I420,
    COLOR_BGRA2YUV_IYUV = COLOR_BGRA2YUV_I420,
    COLOR_RGB2YUV_YV12  = 131,
    COLOR_BGR2YUV_YV12  = 132,
    COLOR_RGBA2YUV_YV12 = 133,
    COLOR_BGRA2YUV_YV12 = 134,
​
    //! Demosaicing
    COLOR_BayerBG2BGR = 46,
    COLOR_BayerGB2BGR = 47,
    COLOR_BayerRG2BGR = 48,
    COLOR_BayerGR2BGR = 49,
​
    COLOR_BayerBG2RGB = COLOR_BayerRG2BGR,
    COLOR_BayerGB2RGB = COLOR_BayerGR2BGR,
    COLOR_BayerRG2RGB = COLOR_BayerBG2BGR,
    COLOR_BayerGR2RGB = COLOR_BayerGB2BGR,
​
    COLOR_BayerBG2GRAY = 86,
    COLOR_BayerGB2GRAY = 87,
    COLOR_BayerRG2GRAY = 88,
    COLOR_BayerGR2GRAY = 89,
​
    //! Demosaicing using Variable Number of Gradients
    COLOR_BayerBG2BGR_VNG = 62,
    COLOR_BayerGB2BGR_VNG = 63,
    COLOR_BayerRG2BGR_VNG = 64,
    COLOR_BayerGR2BGR_VNG = 65,
​
    COLOR_BayerBG2RGB_VNG = COLOR_BayerRG2BGR_VNG,
    COLOR_BayerGB2RGB_VNG = COLOR_BayerGR2BGR_VNG,
    COLOR_BayerRG2RGB_VNG = COLOR_BayerBG2BGR_VNG,
    COLOR_BayerGR2RGB_VNG = COLOR_BayerGB2BGR_VNG,
​
    //! Edge-Aware Demosaicing
    COLOR_BayerBG2BGR_EA  = 135,
    COLOR_BayerGB2BGR_EA  = 136,
    COLOR_BayerRG2BGR_EA  = 137,
    COLOR_BayerGR2BGR_EA  = 138,
​
    COLOR_BayerBG2RGB_EA  = COLOR_BayerRG2BGR_EA,
    COLOR_BayerGB2RGB_EA  = COLOR_BayerGR2BGR_EA,
    COLOR_BayerRG2RGB_EA  = COLOR_BayerBG2BGR_EA,
    COLOR_BayerGR2RGB_EA  = COLOR_BayerGB2BGR_EA,
​
    //! Demosaicing with alpha channel
    COLOR_BayerBG2BGRA = 139,
    COLOR_BayerGB2BGRA = 140,
    COLOR_BayerRG2BGRA = 141,
    COLOR_BayerGR2BGRA = 142,
​
    COLOR_BayerBG2RGBA = COLOR_BayerRG2BGRA,
    COLOR_BayerGB2RGBA = COLOR_BayerGR2BGRA,
    COLOR_BayerRG2RGBA = COLOR_BayerBG2BGRA,
    COLOR_BayerGR2RGBA = COLOR_BayerGB2BGRA,
​
    COLOR_COLORCVT_MAX  = 143
};

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转载自blog.csdn.net/jndingxin/article/details/108092736