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08_heatmaps_from_image.py 3.6 KB

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  1. # From Python
  2. # It requires OpenCV installed for Python
  3. import sys
  4. import cv2
  5. import os
  6. from sys import platform
  7. import argparse
  8. try:
  9. # Import Openpose (Windows/Ubuntu/OSX)
  10. dir_path = os.path.dirname(os.path.realpath(__file__))
  11. try:
  12. # Windows Import
  13. if platform == "win32":
  14. # Change these variables to point to the correct folder (Release/x64 etc.)
  15. sys.path.append(dir_path + '/../../python/openpose/Release');
  16. os.environ['PATH'] = os.environ['PATH'] + ';' + dir_path + '/../../x64/Release;' + dir_path + '/../../bin;'
  17. import pyopenpose as op
  18. else:
  19. # Change these variables to point to the correct folder (Release/x64 etc.)
  20. sys.path.append('../../python');
  21. # If you run `make install` (default path is `/usr/local/python` for Ubuntu), you can also access the OpenPose/python module from there. This will install OpenPose and the python library at your desired installation path. Ensure that this is in your python path in order to use it.
  22. # sys.path.append('/usr/local/python')
  23. from openpose import pyopenpose as op
  24. except ImportError as e:
  25. print('Error: OpenPose library could not be found. Did you enable `BUILD_PYTHON` in CMake and have this Python script in the right folder?')
  26. raise e
  27. # Flags
  28. parser = argparse.ArgumentParser()
  29. parser.add_argument("--image_path", default="../../../examples/media/COCO_val2014_000000000192.jpg", help="Process an image. Read all standard formats (jpg, png, bmp, etc.).")
  30. args = parser.parse_known_args()
  31. # Custom Params (refer to include/openpose/flags.hpp for more parameters)
  32. params = dict()
  33. params["model_folder"] = "../../../models/"
  34. params["heatmaps_add_parts"] = True
  35. params["heatmaps_add_bkg"] = True
  36. params["heatmaps_add_PAFs"] = True
  37. params["heatmaps_scale"] = 2
  38. # Add others in path?
  39. for i in range(0, len(args[1])):
  40. curr_item = args[1][i]
  41. if i != len(args[1])-1: next_item = args[1][i+1]
  42. else: next_item = "1"
  43. if "--" in curr_item and "--" in next_item:
  44. key = curr_item.replace('-','')
  45. if key not in params: params[key] = "1"
  46. elif "--" in curr_item and "--" not in next_item:
  47. key = curr_item.replace('-','')
  48. if key not in params: params[key] = next_item
  49. # Construct it from system arguments
  50. # op.init_argv(args[1])
  51. # oppython = op.OpenposePython()
  52. # Starting OpenPose
  53. opWrapper = op.WrapperPython()
  54. opWrapper.configure(params)
  55. opWrapper.start()
  56. # Process Image
  57. datum = op.Datum()
  58. imageToProcess = cv2.imread(args[0].image_path)
  59. datum.cvInputData = imageToProcess
  60. opWrapper.emplaceAndPop([datum])
  61. # Process outputs
  62. outputImageF = (datum.inputNetData[0].copy())[0,:,:,:] + 0.5
  63. outputImageF = cv2.merge([outputImageF[0,:,:], outputImageF[1,:,:], outputImageF[2,:,:]])
  64. outputImageF = (outputImageF*255.).astype(dtype='uint8')
  65. heatmaps = datum.poseHeatMaps.copy()
  66. heatmaps = (heatmaps).astype(dtype='uint8')
  67. # Display Image
  68. counter = 0
  69. while 1:
  70. num_maps = heatmaps.shape[0]
  71. heatmap = heatmaps[counter, :, :].copy()
  72. heatmap = cv2.applyColorMap(heatmap, cv2.COLORMAP_JET)
  73. combined = cv2.addWeighted(outputImageF, 0.5, heatmap, 0.5, 0)
  74. cv2.imshow("OpenPose 1.5.1 - Tutorial Python API", combined)
  75. key = cv2.waitKey(-1)
  76. if key == 27:
  77. break
  78. counter += 1
  79. counter = counter % num_maps
  80. except Exception as e:
  81. print(e)
  82. sys.exit(-1)
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