mirror of https://github.com/opencv/opencv.git
Merge pull request #25410 from kaingwade:add_videocapture_depth_sample
Add videocapture_depth.cpp sample #25410 The PR is to combine the examples `videocapture_openni.cpp`, `videocapture_realsense.cpp` and `videocapture_obsensor.cpp` into `videocapture_depth.cpp`. Tested cameras and OS using this sample are listed below: | | Windows 10 | Ubuntu 22.04 | Mac M1 14.3 | |------------------------|--------------|--------------|---------------| | Orbbec Gemini 2 Series | ✓ | ✓ | ✓ | | RealSense D435, D455 | ✓ | ✓ | ✗ | | Kinect, XtionPRO | - | - | - | Note: - OpenNI based cameras (Kinect, XtionPRO) are not tested as I don't have them. - RealSense D435 and D455 don't work on Mac with OpenCV.pull/25869/head
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6 changed files with 176 additions and 398 deletions
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#include "opencv2/videoio.hpp" |
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#include "opencv2/highgui.hpp" |
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#include "opencv2/imgproc.hpp" |
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#include <iostream> |
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using namespace cv; |
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static void colorizeDisparity(const Mat& gray, Mat& rgb, double maxDisp=-1.f) |
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{ |
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CV_Assert(!gray.empty()); |
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CV_Assert(gray.type() == CV_8UC1); |
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if(maxDisp <= 0) |
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{ |
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maxDisp = 0; |
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minMaxLoc(gray, nullptr, &maxDisp); |
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} |
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rgb = Mat::zeros(gray.size(), CV_8UC3); |
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if(maxDisp < 1) |
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return; |
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Mat tmp; |
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convertScaleAbs(gray, tmp, 255.f / maxDisp); |
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applyColorMap(tmp, rgb, COLORMAP_JET); |
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} |
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static float getMaxDisparity(VideoCapture& capture, int minDistance) |
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{ |
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float b = (float)capture.get(CAP_OPENNI_DEPTH_GENERATOR_BASELINE); // mm
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float F = (float)capture.get(CAP_OPENNI_DEPTH_GENERATOR_FOCAL_LENGTH); // pixels
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return b * F / minDistance; |
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} |
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static void colorizeDepth(const Mat& depth, Mat& rgb) |
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{ |
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CV_Assert(!depth.empty()); |
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normalize(depth, rgb, 0, 255, NORM_MINMAX, CV_8UC1); |
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applyColorMap(rgb, rgb, COLORMAP_JET); |
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} |
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const char* keys = "{type t | | Camera Type: OpenNI, RealSense, Orbbec}" |
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"{dist d | 400 | The minimum measurable distance in milimeter between the camera and the object}" |
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"{help h | | Help}"; |
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const char* about = |
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"\nThis example demostrates how to get data from 3D cameras via OpenCV.\n" |
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"Currently OpenCV supports 3 types of 3D cameras:\n" |
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"1. Depth sensors compatible with OpenNI (Kinect, XtionPRO). " |
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"Users must install OpenNI library and PrimeSensorModule for OpenNI and configure OpenCV with WITH_OPENNI flag ON in CMake.\n" |
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"2. Depth sensors compatible with Intel® RealSense SDK (RealSense). " |
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"Users must install Intel RealSense SDK 2.0 and configure OpenCV with WITH_LIBREALSENSE flag ON in CMake.\n" |
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"3. Orbbec UVC depth sensors. " |
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"For the use of OpenNI based Orbbec cameras, please refer to the example openni_orbbec_astra.cpp\n"; |
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int main(int argc, char *argv[]) |
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{ |
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CommandLineParser parser(argc, argv, keys); |
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parser.about(about); |
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if(parser.has("help")) |
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{ |
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parser.printMessage(); |
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return 0; |
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} |
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if (parser.has("type")) |
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{ |
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int backend; |
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int flagDepth, flagBGR, flagIR; |
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bool hasDisparity = false; |
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String camType = parser.get<String>("type"); |
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if (camType == "OpenNI") |
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{ |
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backend = CAP_OPENNI2; |
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flagDepth = CAP_OPENNI_DEPTH_MAP; |
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flagBGR = CAP_OPENNI_BGR_IMAGE; |
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flagIR = CAP_OPENNI_IR_IMAGE; |
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hasDisparity = true; |
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} |
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else if (camType == "RealSense") |
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{ |
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backend = CAP_INTELPERC; |
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flagDepth = CAP_INTELPERC_DEPTH_MAP; |
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flagBGR = CAP_INTELPERC_IMAGE; |
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flagIR = CAP_INTELPERC_IR_MAP; |
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} |
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else if (camType == "Orbbec") |
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{ |
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backend = CAP_OBSENSOR; |
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flagDepth = CAP_OBSENSOR_DEPTH_MAP; |
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flagBGR = CAP_OBSENSOR_BGR_IMAGE; |
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flagIR = CAP_OBSENSOR_IR_IMAGE; // Note output IR stream is not implemented for now.
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} |
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else |
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{ |
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std::cerr << "Invalid input of camera type." << std::endl; |
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return -1; |
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} |
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VideoCapture capture(backend); |
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if(!capture.isOpened()) |
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{ |
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std::cerr << "Fail to open depth camera." << std::endl; |
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return -1; |
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} |
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if (camType == "OpenNI") |
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{ |
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capture.set(CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_VGA_30HZ); |
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capture.set(CAP_OPENNI_DEPTH_GENERATOR_PRESENT, true); |
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capture.set(CAP_OPENNI_IMAGE_GENERATOR_PRESENT, true); |
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capture.set(CAP_OPENNI_IR_GENERATOR_PRESENT, true); |
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} |
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Mat depthMap; |
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Mat bgrImage; |
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Mat irImage; |
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Mat disparityMap; |
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for(;;) |
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{ |
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if(capture.grab()) |
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{ |
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if(capture.retrieve(depthMap, flagDepth)) |
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{ |
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Mat colorDepthMap; |
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colorizeDepth(depthMap, colorDepthMap); |
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imshow("Colorized Depth Map", colorDepthMap); |
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} |
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if(capture.retrieve(bgrImage, flagBGR)) |
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imshow("RGB Image", bgrImage); |
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if(capture.retrieve(irImage, flagIR)) |
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{ |
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if (camType == "OpenNI") |
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{ |
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Mat ir8; |
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irImage.convertTo(ir8, CV_8U, 256.0 / 3500, 0.0); |
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imshow("Infrared Image", ir8); |
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} |
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else |
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imshow("Infrared Image", irImage); |
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} |
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if (hasDisparity) |
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{ |
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int minDist = parser.get<int>("dist"); // mm
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if(capture.retrieve(disparityMap, CAP_OPENNI_DISPARITY_MAP)) |
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{ |
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Mat colorDisparityMap; |
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colorizeDisparity(disparityMap, colorDisparityMap, getMaxDisparity(capture, minDist)); |
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colorDisparityMap.setTo(Scalar(0, 0, 0), disparityMap == 0); |
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imshow("Colorized Disparity Map", colorDisparityMap); |
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} |
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} |
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} |
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if(waitKey(30) >= 0) |
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break; |
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} |
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} |
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else |
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{ |
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parser.printMessage(); |
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return 0; |
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} |
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return 0; |
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} |
@ -1,83 +0,0 @@ |
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/**
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* attention: Astra2 cameras currently only support Windows and Linux kernel versions no higher than 4.15, and higher versions of Linux kernel may have exceptions. |
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*/ |
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#include <opencv2/videoio.hpp> |
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#include <opencv2/highgui.hpp> |
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#include <opencv2/imgproc.hpp> |
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#include <iostream> |
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using namespace cv; |
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int main() |
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{ |
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VideoCapture obsensorCapture(0, CAP_OBSENSOR); |
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if(!obsensorCapture.isOpened()){ |
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std::cerr << "Failed to open obsensor capture! Index out of range or no response from device"; |
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return -1; |
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} |
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double fx = obsensorCapture.get(CAP_PROP_OBSENSOR_INTRINSIC_FX); |
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double fy = obsensorCapture.get(CAP_PROP_OBSENSOR_INTRINSIC_FY); |
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double cx = obsensorCapture.get(CAP_PROP_OBSENSOR_INTRINSIC_CX); |
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double cy = obsensorCapture.get(CAP_PROP_OBSENSOR_INTRINSIC_CY); |
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std::cout << "obsensor camera intrinsic params: fx=" << fx << ", fy=" << fy << ", cx=" << cx << ", cy=" << cy << std::endl; |
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Mat image; |
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Mat depthMap; |
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Mat adjDepthMap; |
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// Minimum depth value
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const double minVal = 300; |
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// Maximum depth value
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const double maxVal = 5000; |
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while (true) |
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{ |
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// Grab depth map like this:
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// obsensorCapture >> depthMap;
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// Another way to grab depth map (and bgr image).
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if (obsensorCapture.grab()) |
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{ |
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if (obsensorCapture.retrieve(image, CAP_OBSENSOR_BGR_IMAGE)) |
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{ |
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imshow("RGB", image); |
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} |
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if (obsensorCapture.retrieve(depthMap, CAP_OBSENSOR_DEPTH_MAP)) |
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{ |
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depthMap.convertTo(adjDepthMap, CV_8U, 255.0 / (maxVal - minVal), -minVal * 255.0 / (maxVal - minVal)); |
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applyColorMap(adjDepthMap, adjDepthMap, COLORMAP_JET); |
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imshow("DEPTH", adjDepthMap); |
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} |
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// depth map overlay on bgr image
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static const float alpha = 0.6f; |
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if (!image.empty() && !depthMap.empty()) |
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{ |
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depthMap.convertTo(adjDepthMap, CV_8U, 255.0 / (maxVal - minVal), -minVal * 255.0 / (maxVal - minVal)); |
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cv::resize(adjDepthMap, adjDepthMap, cv::Size(image.cols, image.rows)); |
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for (int i = 0; i < image.rows; i++) |
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{ |
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for (int j = 0; j < image.cols; j++) |
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{ |
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cv::Vec3b& outRgb = image.at<cv::Vec3b>(i, j); |
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uint8_t depthValue = 255 - adjDepthMap.at<uint8_t>(i, j); |
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if (depthValue != 0 && depthValue != 255) |
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{ |
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outRgb[0] = (uint8_t)(outRgb[0] * (1.0f - alpha) + depthValue * alpha); |
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outRgb[1] = (uint8_t)(outRgb[1] * (1.0f - alpha) + depthValue * alpha); |
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outRgb[2] = (uint8_t)(outRgb[2] * (1.0f - alpha) + depthValue * alpha); |
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} |
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} |
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} |
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imshow("DepthToColor", image); |
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} |
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image.release(); |
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depthMap.release(); |
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} |
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if (pollKey() >= 0) |
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break; |
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} |
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return 0; |
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} |
@ -1,280 +0,0 @@ |
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#include "opencv2/videoio/videoio.hpp" |
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#include "opencv2/highgui.hpp" |
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#include "opencv2/imgproc.hpp" |
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#include <iostream> |
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using namespace cv; |
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using namespace std; |
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static void help() |
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{ |
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cout << "\nThis program demonstrates usage of depth sensors (Kinect, XtionPRO,...).\n" |
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"The user gets some of the supported output images.\n" |
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"\nAll supported output map types:\n" |
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"1.) Data given from depth generator\n" |
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" CAP_OPENNI_DEPTH_MAP - depth values in mm (CV_16UC1)\n" |
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" CAP_OPENNI_POINT_CLOUD_MAP - XYZ in meters (CV_32FC3)\n" |
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" CAP_OPENNI_DISPARITY_MAP - disparity in pixels (CV_8UC1)\n" |
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" CAP_OPENNI_DISPARITY_MAP_32F - disparity in pixels (CV_32FC1)\n" |
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" CAP_OPENNI_VALID_DEPTH_MASK - mask of valid pixels (not occluded, not shaded etc.) (CV_8UC1)\n" |
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"2.) Data given from RGB image generator\n" |
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" CAP_OPENNI_BGR_IMAGE - color image (CV_8UC3)\n" |
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" CAP_OPENNI_GRAY_IMAGE - gray image (CV_8UC1)\n" |
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"2.) Data given from IR image generator\n" |
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" CAP_OPENNI_IR_IMAGE - gray image (CV_16UC1)\n" |
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<< endl; |
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} |
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static void colorizeDisparity( const Mat& gray, Mat& rgb, double maxDisp=-1.f) |
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{ |
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CV_Assert( !gray.empty() ); |
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CV_Assert( gray.type() == CV_8UC1 ); |
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if( maxDisp <= 0 ) |
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{ |
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maxDisp = 0; |
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minMaxLoc( gray, 0, &maxDisp ); |
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} |
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rgb.create( gray.size(), CV_8UC3 ); |
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rgb = Scalar::all(0); |
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if( maxDisp < 1 ) |
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return; |
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Mat tmp; |
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convertScaleAbs(gray, tmp, 255.f / maxDisp); |
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applyColorMap(tmp, rgb, COLORMAP_JET); |
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} |
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static float getMaxDisparity( VideoCapture& capture ) |
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{ |
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const int minDistance = 400; // mm
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float b = (float)capture.get( CAP_OPENNI_DEPTH_GENERATOR_BASELINE ); // mm
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float F = (float)capture.get( CAP_OPENNI_DEPTH_GENERATOR_FOCAL_LENGTH ); // pixels
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return b * F / minDistance; |
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} |
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static void printCommandLineParams() |
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{ |
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cout << "-cd= Colorized disparity? (0 or 1; 1 by default) Ignored if disparity map is not selected to show." << endl; |
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cout << "-fmd= Fixed max disparity? (0 or 1; 0 by default) Ignored if disparity map is not colorized (-cd 0)." << endl; |
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cout << "-mode= image mode: resolution and fps, supported three values: 0 - CAP_OPENNI_VGA_30HZ, 1 - CAP_OPENNI_SXGA_15HZ," << endl; |
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cout << " 2 - CAP_OPENNI_SXGA_30HZ (0 by default). Ignored if rgb image or gray image are not selected to show." << endl; |
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cout << "-m= Mask to set which output images are need. It is a string of size 6. Each element of this is '0' or '1' and" << endl; |
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cout << " determine: is depth map, disparity map, valid pixels mask, rgb image, gray image need or not (correspondently), ir image" << endl ; |
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cout << " By default -m=010100 i.e. disparity map and rgb image will be shown." << endl ; |
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cout << "-r= Filename of .oni video file. The data will grabbed from it." << endl ; |
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} |
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static void parseCommandLine( int argc, char* argv[], bool& isColorizeDisp, bool& isFixedMaxDisp, int& imageMode, bool retrievedImageFlags[], |
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string& filename, bool& isFileReading ) |
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{ |
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filename.clear(); |
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cv::CommandLineParser parser(argc, argv, "{h help||}{cd|1|}{fmd|0|}{mode|-1|}{m|010100|}{r||}"); |
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if (parser.has("h")) |
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{ |
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help(); |
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printCommandLineParams(); |
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exit(0); |
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} |
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isColorizeDisp = (parser.get<int>("cd") != 0); |
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isFixedMaxDisp = (parser.get<int>("fmd") != 0); |
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imageMode = parser.get<int>("mode"); |
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int flags = parser.get<int>("m"); |
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isFileReading = parser.has("r"); |
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if (isFileReading) |
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filename = parser.get<string>("r"); |
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if (!parser.check()) |
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{ |
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parser.printErrors(); |
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help(); |
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exit(-1); |
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} |
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if (flags % 1000000 == 0) |
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{ |
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cout << "No one output image is selected." << endl; |
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exit(0); |
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} |
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for (int i = 0; i < 6; i++) |
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{ |
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retrievedImageFlags[5 - i] = (flags % 10 != 0); |
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flags /= 10; |
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} |
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} |
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/*
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* To work with Kinect or XtionPRO the user must install OpenNI library and PrimeSensorModule for OpenNI and |
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* configure OpenCV with WITH_OPENNI flag is ON (using CMake). |
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*/ |
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int main( int argc, char* argv[] ) |
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{ |
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bool isColorizeDisp, isFixedMaxDisp; |
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int imageMode; |
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bool retrievedImageFlags[6]; |
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string filename; |
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bool isVideoReading; |
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parseCommandLine( argc, argv, isColorizeDisp, isFixedMaxDisp, imageMode, retrievedImageFlags, filename, isVideoReading ); |
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cout << "Device opening ..." << endl; |
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VideoCapture capture; |
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if( isVideoReading ) |
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capture.open( filename ); |
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else |
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{ |
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capture.open( CAP_OPENNI2 ); |
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} |
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cout << "done." << endl; |
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if( !capture.isOpened() ) |
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{ |
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cout << "Can not open a capture object." << endl; |
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return -1; |
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} |
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if( !isVideoReading && imageMode >= 0 ) |
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{ |
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bool modeRes=false; |
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switch ( imageMode ) |
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{ |
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case 0: |
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modeRes = capture.set( CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_VGA_30HZ ); |
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break; |
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case 1: |
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modeRes = capture.set( CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_SXGA_15HZ ); |
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break; |
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case 2: |
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modeRes = capture.set( CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_SXGA_30HZ ); |
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break; |
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//The following modes are only supported by the Xtion Pro Live
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case 3: |
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modeRes = capture.set( CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_QVGA_30HZ ); |
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break; |
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case 4: |
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modeRes = capture.set( CAP_OPENNI_IMAGE_GENERATOR_OUTPUT_MODE, CAP_OPENNI_QVGA_60HZ ); |
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break; |
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default: |
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CV_Error( Error::StsBadArg, "Unsupported image mode property.\n"); |
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} |
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if (!modeRes) |
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cout << "\nThis image mode is not supported by the device, the default value (CV_CAP_OPENNI_SXGA_15HZ) will be used.\n" << endl; |
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} |
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// turn on depth, color and IR if needed
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if (retrievedImageFlags[0] || retrievedImageFlags[1] || retrievedImageFlags[2]) |
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capture.set(CAP_OPENNI_DEPTH_GENERATOR_PRESENT, true); |
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else |
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capture.set(CAP_OPENNI_DEPTH_GENERATOR_PRESENT, false); |
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if (retrievedImageFlags[3] || retrievedImageFlags[4]) |
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capture.set(CAP_OPENNI_IMAGE_GENERATOR_PRESENT, true); |
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else |
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capture.set(CAP_OPENNI_IMAGE_GENERATOR_PRESENT, false); |
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if (retrievedImageFlags[5]) |
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capture.set(CAP_OPENNI_IR_GENERATOR_PRESENT, true); |
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else |
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capture.set(CAP_OPENNI_IR_GENERATOR_PRESENT, false); |
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// Print some available device settings.
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if (capture.get(CAP_OPENNI_DEPTH_GENERATOR_PRESENT)) |
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{ |
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cout << "\nDepth generator output mode:" << endl << |
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"FRAME_WIDTH " << capture.get(CAP_PROP_FRAME_WIDTH) << endl << |
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"FRAME_HEIGHT " << capture.get(CAP_PROP_FRAME_HEIGHT) << endl << |
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"FRAME_MAX_DEPTH " << capture.get(CAP_PROP_OPENNI_FRAME_MAX_DEPTH) << " mm" << endl << |
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"FPS " << capture.get(CAP_PROP_FPS) << endl << |
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"REGISTRATION " << capture.get(CAP_PROP_OPENNI_REGISTRATION) << endl; |
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} |
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else |
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{ |
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cout << "\nDevice doesn't contain depth generator or it is not selected." << endl; |
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} |
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if( capture.get( CAP_OPENNI_IMAGE_GENERATOR_PRESENT ) ) |
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{ |
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cout << |
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"\nImage generator output mode:" << endl << |
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"FRAME_WIDTH " << capture.get( CAP_OPENNI_IMAGE_GENERATOR+CAP_PROP_FRAME_WIDTH ) << endl << |
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"FRAME_HEIGHT " << capture.get( CAP_OPENNI_IMAGE_GENERATOR+CAP_PROP_FRAME_HEIGHT ) << endl << |
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"FPS " << capture.get( CAP_OPENNI_IMAGE_GENERATOR+CAP_PROP_FPS ) << endl; |
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} |
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else |
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{ |
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cout << "\nDevice doesn't contain image generator or it is not selected." << endl; |
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} |
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if( capture.get(CAP_OPENNI_IR_GENERATOR_PRESENT) ) |
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{ |
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cout << |
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"\nIR generator output mode:" << endl << |
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"FRAME_WIDTH " << capture.get(CAP_OPENNI_IR_GENERATOR + CAP_PROP_FRAME_WIDTH) << endl << |
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"FRAME_HEIGHT " << capture.get(CAP_OPENNI_IR_GENERATOR + CAP_PROP_FRAME_HEIGHT) << endl << |
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"FPS " << capture.get(CAP_OPENNI_IR_GENERATOR + CAP_PROP_FPS) << endl; |
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} |
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else |
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{ |
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cout << "\nDevice doesn't contain IR generator or it is not selected." << endl; |
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} |
||||
|
||||
for(;;) |
||||
{ |
||||
Mat depthMap; |
||||
Mat validDepthMap; |
||||
Mat disparityMap; |
||||
Mat bgrImage; |
||||
Mat grayImage; |
||||
Mat irImage; |
||||
|
||||
if( !capture.grab() ) |
||||
{ |
||||
cout << "Can not grab images." << endl; |
||||
return -1; |
||||
} |
||||
else |
||||
{ |
||||
if( retrievedImageFlags[0] && capture.retrieve( depthMap, CAP_OPENNI_DEPTH_MAP ) ) |
||||
{ |
||||
const float scaleFactor = 0.05f; |
||||
Mat show; depthMap.convertTo( show, CV_8UC1, scaleFactor ); |
||||
imshow( "depth map", show ); |
||||
} |
||||
|
||||
if( retrievedImageFlags[1] && capture.retrieve( disparityMap, CAP_OPENNI_DISPARITY_MAP ) ) |
||||
{ |
||||
if( isColorizeDisp ) |
||||
{ |
||||
Mat colorDisparityMap; |
||||
colorizeDisparity( disparityMap, colorDisparityMap, isFixedMaxDisp ? getMaxDisparity(capture) : -1 ); |
||||
Mat validColorDisparityMap; |
||||
colorDisparityMap.copyTo( validColorDisparityMap, disparityMap != 0 ); |
||||
imshow( "colorized disparity map", validColorDisparityMap ); |
||||
} |
||||
else |
||||
{ |
||||
imshow( "original disparity map", disparityMap ); |
||||
} |
||||
} |
||||
|
||||
if( retrievedImageFlags[2] && capture.retrieve( validDepthMap, CAP_OPENNI_VALID_DEPTH_MASK ) ) |
||||
imshow( "valid depth mask", validDepthMap ); |
||||
|
||||
if( retrievedImageFlags[3] && capture.retrieve( bgrImage, CAP_OPENNI_BGR_IMAGE ) ) |
||||
imshow( "rgb image", bgrImage ); |
||||
|
||||
if( retrievedImageFlags[4] && capture.retrieve( grayImage, CAP_OPENNI_GRAY_IMAGE ) ) |
||||
imshow( "gray image", grayImage ); |
||||
|
||||
if( retrievedImageFlags[5] && capture.retrieve( irImage, CAP_OPENNI_IR_IMAGE ) ) |
||||
{ |
||||
Mat ir8; |
||||
irImage.convertTo(ir8, CV_8U, 256.0 / 3500, 0.0); |
||||
imshow("IR image", ir8); |
||||
} |
||||
} |
||||
|
||||
if( waitKey( 30 ) >= 0 ) |
||||
break; |
||||
} |
||||
|
||||
return 0; |
||||
} |
@ -1,33 +0,0 @@ |
||||
#include "opencv2/videoio.hpp" |
||||
#include "opencv2/highgui.hpp" |
||||
#include "opencv2/imgproc.hpp" |
||||
|
||||
using namespace cv; |
||||
using namespace std; |
||||
|
||||
int main() |
||||
{ |
||||
VideoCapture capture(CAP_INTELPERC); |
||||
for(;;) |
||||
{ |
||||
Mat depthMap; |
||||
Mat image; |
||||
Mat irImage; |
||||
Mat adjMap; |
||||
|
||||
capture.grab(); |
||||
capture.retrieve(depthMap,CAP_INTELPERC_DEPTH_MAP); |
||||
capture.retrieve(image,CAP_INTELPERC_IMAGE); |
||||
capture.retrieve(irImage,CAP_INTELPERC_IR_MAP); |
||||
|
||||
normalize(depthMap, adjMap, 0, 255, NORM_MINMAX, CV_8UC1); |
||||
applyColorMap(adjMap, adjMap, COLORMAP_JET); |
||||
|
||||
imshow("RGB", image); |
||||
imshow("IR", irImage); |
||||
imshow("DEPTH", adjMap); |
||||
if( waitKey( 30 ) >= 0 ) |
||||
break; |
||||
} |
||||
return 0; |
||||
} |
Loading…
Reference in new issue