OpenCV - Stitching Images from a grid of images

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鱼传尺愫
鱼传尺愫 2021-01-31 19:42

I have found some basic working examples on stitching via OpenCV for panoramic images. I have also found some useful documentation in the API docs, but I can\'t find out how to

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  •  情歌与酒
    2021-01-31 20:19

    So far as I know, there is no means to provide additional data to the OpenCV engine beyond just giving it a list of images. It does a pretty good job on its own though. I would check out some of the example code, and test how long each stitching operation takes. From my experiments using 4x6, 4x8, ..., 4x20 panoramic reconstructions, the CPU time required seems to increase with the number of overlapping images. I would imagine your case would require at least a minute to compute on a modern machine.

    Source: https://code.ros.org/trac/opencv/browser/trunk/opencv/samples/cpp/stitching.cpp?rev=6682

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    39  // the use of this software, even if advised of the possibility of such damage.
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    42  
    43  // We follow to these papers:
    44  // 1) Construction of panoramic mosaics with global and local alignment.
    45  //    Heung-Yeung Shum and Richard Szeliski. 2000.
    46  // 2) Eliminating Ghosting and Exposure Artifacts in Image Mosaics.
    47  //    Matthew Uyttendaele, Ashley Eden and Richard Szeliski. 2001.
    48  // 3) Automatic Panoramic Image Stitching using Invariant Features.
    49  //    Matthew Brown and David G. Lowe. 2007.
    50  
    51  #include 
    52  #include 
    53  #include "opencv2/highgui/highgui.hpp"
    54  #include "opencv2/stitching/stitcher.hpp"
    55  
    56  using namespace std;
    57  using namespace cv;
    58  
    59  void printUsage()
    60  {
    61      cout <<
    62          "Rotation model images stitcher.\n\n"
    63          "stitching img1 img2 [...imgN]\n\n"
    64          "Flags:\n"
    65          "  --try_use_gpu (yes|no)\n"
    66          "      Try to use GPU. The default value is 'no'. All default values\n"
    67          "      are for CPU mode.\n"
    68          "  --output \n"
    69          "      The default is 'result.jpg'.\n";
    70  }
    71  
    72  bool try_use_gpu = false;
    73  vector imgs;
    74  string result_name = "result.jpg";
    75  
    76  int parseCmdArgs(int argc, char** argv)
    77  {
    78      if (argc == 1)
    79      {
    80          printUsage();
    81          return -1;
    82      }
    83      for (int i = 1; i < argc; ++i)
    84      {
    85          if (string(argv[i]) == "--help" || string(argv[i]) == "/?")
    86          {
    87              printUsage();
    88              return -1;
    89          }
    90          else if (string(argv[i]) == "--try_gpu")
    91          {
    92              if (string(argv[i + 1]) == "no")
    93                  try_use_gpu = false;
    94              else if (string(argv[i + 1]) == "yes")
    95                  try_use_gpu = true;
    96              else
    97              {
    98                  cout << "Bad --try_use_gpu flag value\n";
    99                  return -1;
    100             }
    101             i++;
    102         }
    103         else if (string(argv[i]) == "--output")
    104         {
    105             result_name = argv[i + 1];
    106             i++;
    107         }
    108         else
    109         {
    110             Mat img = imread(argv[i]);
    111             if (img.empty())
    112             {
    113                 cout << "Can't read image '" << argv[i] << "'\n";
    114                 return -1;
    115             }
    116             imgs.push_back(img);
    117         }
    118     }
    119     return 0;
    120 }
    121 
    122 
    123 int main(int argc, char* argv[])
    124 {
    125     int retval = parseCmdArgs(argc, argv);
    126     if (retval) return -1;
    127 
    128     Mat pano;
    129     Stitcher stitcher = Stitcher::createDefault(try_use_gpu);
    130     Stitcher::Status status = stitcher.stitch(imgs, pano);
    131 
    132     if (status != Stitcher::OK)
    133     {
    134         cout << "Can't stitch images, error code = " << status << endl;
    135         return -1;
    136     }
    137 
    138     imwrite(result_name, pano);
    139     return 0;
    140 }
    141 
    142 
    

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