用于OpenCV的Iphone 6相机校准 [英] Iphone 6 camera calibration for OpenCV
问题描述
我正在使用OpenCV开发iOS增强现实应用程序。我在创建相机投影矩阵时遇到问题,以允许OpenGL叠加层直接映射到标记的顶部。我觉得这是因为我的iPhone 6相机没有正确校准到应用程序。我知道有OpenCV代码使用棋盘校准网络摄像头等,但我找不到校准嵌入式iPhone相机的方法。
Im developing an iOS Augmented Reality application using OpenCV. I'm having issues creating the camera projection matrix to allow the OpenGL overlay to map directly on top of the marker. I feel this is due to my iPhone 6 camera not being correctly calibrated to the application. I know there is OpenCV code to calibrate webcams etc using the chess board, but I can't find a way to calibrate my embedded iPhone camera.
有办法吗?或者iPhone 6有已知的估计值吗?其中包括:x和y中的焦距,x和y中的主要点,以及失真系数矩阵。
Is there a way? Or are there known estimate values for iPhone 6? Which include: focal length in x and y, primary point in x and y, along with the distortion coefficient matrix.
任何帮助将不胜感激。
Any help will be appreciated.
编辑:
扣除的价值如下(使用iPhone 6,相机Feed分辨率1280x720):
Deduced values are as follows (using iPhone 6, camera feed resolution 1280x720):
fx=1229
cx=360
fy=1153
cy=640
此代码可准确估计当前运行iOS的设备的焦距和主要点9.1。
This code provides an accurate estimate for the focal length and primary points for devices currently running iOS 9.1.
AVCaptureDeviceFormat *format = deviceInput.device.activeFormat;
CMFormatDescriptionRef fDesc = format.formatDescription;
CGSize dim = CMVideoFormatDescriptionGetPresentationDimensions(fDesc, true, true);
float cx = float(dim.width) / 2.0;
float cy = float(dim.height) / 2.0;
float HFOV = format.videoFieldOfView;
float VFOV = ((HFOV)/cx)*cy;
float fx = abs(float(dim.width) / (2 * tan(HFOV / 180 * float(M_PI) / 2)));
float fy = abs(float(dim.height) / (2 * tan(VFOV / 180 * float(M_PI) / 2)));
注意:
我的代码存在初始化问题。我建议一旦初始化并正确设置值,将它们保存到数据文件并读取此文件中的值。
I had an initialization issue with this code. I recommend once the values are initialised and correctly set, to save them to a data file and read this file in for the values.
推荐答案
在我的非OpenCV AR应用程序中,我使用iPhone相机的视野(FOV)来构建相机投影矩阵。它可以正常显示覆盖在摄像机视图顶部的太阳路径。
我不知道你需要多少精确度。可能只知道FOV就不够了。
In my non-OpenCV AR application I am using field of view (FOV) of the iPhone's camera to construct the camera projection matrix. It works alright for displaying the Sun path overlaid on top of the camera view. I don't know how much accuracy you need. It could be that knowing only FOV would not be enough you.
iOS API提供了一种获取摄像机视野的方法。我得到它:
iOS API provides a way to get field of view of the camera. I get it as so:
AVCaptureDevice * camera = ...
AVCaptureDeviceFormat * format = camera.activeFormat;
float fieldOfView = format.videoFieldOfView;
获得FOV后我计算投影矩阵:
After getting the FOV I compute the projection matrix:
typedef double mat4f_t[16]; // 4x4 matrix in column major order
mat4f_t projection;
createProjectionMatrix(projection,
GRAD_TO_RAD(fieldOfView),
viewSize.width/viewSize.height,
5.0f,
1000.0f);
其中
void createProjectionMatrix(
mat4f_t mout,
float fovy,
float aspect,
float zNear,
float zFar)
{
float f = 1.0f / tanf(fovy/2.0f);
mout[0] = f / aspect;
mout[1] = 0.0f;
mout[2] = 0.0f;
mout[3] = 0.0f;
mout[4] = 0.0f;
mout[5] = f;
mout[6] = 0.0f;
mout[7] = 0.0f;
mout[8] = 0.0f;
mout[9] = 0.0f;
mout[10] = (zFar+zNear) / (zNear-zFar);
mout[11] = -1.0f;
mout[12] = 0.0f;
mout[13] = 0.0f;
mout[14] = 2 * zFar * zNear / (zNear-zFar);
mout[15] = 0.0f;
}
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