Exemplo n.º 1
0
def test_dce_get_pdf_roi():
    """Test the function to get a pdf from ROI."""

    # Load the data with only a single serie
    currdir = os.path.dirname(os.path.abspath(__file__))
    path_data = os.path.join(currdir, 'data', 'dce_folders')
    # Create the list of path
    path_data_list = [os.path.join(path_data, 's_2'),
                      os.path.join(path_data, 's_1')]
    # Create an object to handle the data
    dce_mod = DCEModality()

    dce_mod.read_data_from_path(path_data_list)

    # Create ground truth array
    pos = np.ones((368, 448), dtype=bool)
    neg = np.zeros((368, 448), dtype=bool)
    gt_index = np.rollaxis(np.array([neg, pos, pos, pos, neg]), 0, 3)

    # Compute the histgram for the required data
    pdf, bins = dce_mod.get_pdf_list(roi_data=(gt_index))

    pdf_roi = np.load(os.path.join(currdir, 'data', 'pdf_roi.npy'))
    bins_roi = np.load(os.path.join(currdir, 'data', 'bins_roi.npy'))

    for pdf_s, bins_s, pdf_gt, bins_gt in zip(pdf, bins,
                                              pdf_roi, bins_roi):
        assert_array_equal(pdf_s, pdf_gt)
        assert_array_equal(bins_s, bins_gt)
Exemplo n.º 2
0
def test_dce_get_pdf_wt_roi():
    """Test the function to get a pdf wihtout ROI."""

    # Load the data with only a single serie
    currdir = os.path.dirname(os.path.abspath(__file__))
    path_data = os.path.join(currdir, 'data', 'dce_folders')
    # Create the list of path
    path_data_list = [os.path.join(path_data, 's_2'),
                      os.path.join(path_data, 's_1')]
    # Create an object to handle the data
    dce_mod = DCEModality()

    dce_mod.read_data_from_path(path_data_list)

    # Compute the histgram for the required data
    pdf, bins = dce_mod.get_pdf_list()

    for pdf_s, bins_s, pdf_gt, bins_gt in zip(pdf, bins,
                                              dce_mod.pdf_series_,
                                              dce_mod.bin_series_):
        assert_array_equal(pdf_s, pdf_gt)
        assert_array_equal(bins_s, bins_gt)