# HG changeset patch # User thomaswollmann # Date 1546857441 18000 # Node ID bd06c3ba70b04710aebd28a5ba2ae6fd5565765e planemo upload for repository https://github.com/BMCV/galaxy-image-analysis/tools/overlay_moving_and_fixed_image/ commit 787ebcc8daa1834214bc92c201c921c704ef2d1f diff -r 000000000000 -r bd06c3ba70b0 overlay_moving_and_fixed_image.py --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/overlay_moving_and_fixed_image.py Mon Jan 07 05:37:21 2019 -0500 @@ -0,0 +1,73 @@ +import argparse +from PIL import Image +import skimage.io +import skimage.color +from skimage.transform import ProjectiveTransform +from scipy.ndimage import map_coordinates +import numpy as np +import pandas as pd + + +def _stackcopy(a, b): + if a.ndim == 3: + a[:] = b[:, :, np.newaxis] + else: + a[:] = b + + +def warp_coords_batch(coord_map, shape, dtype=np.float64, batch_size=1000000): + rows, cols = shape[0], shape[1] + coords_shape = [len(shape), rows, cols] + if len(shape) == 3: + coords_shape.append(shape[2]) + coords = np.empty(coords_shape, dtype=dtype) + + tf_coords = np.indices((cols, rows), dtype=dtype).reshape(2, -1).T + + for i in range(0, (tf_coords.shape[0]//batch_size+1)): + tf_coords[batch_size*i:batch_size*(i+1)] = coord_map(tf_coords[batch_size*i:batch_size*(i+1)]) + tf_coords = tf_coords.T.reshape((-1, cols, rows)).swapaxes(1, 2) + + _stackcopy(coords[1, ...], tf_coords[0, ...]) + _stackcopy(coords[0, ...], tf_coords[1, ...]) + if len(shape) == 3: + coords[2, ...] = range(shape[2]) + + return coords + + +def transform(moving_image, fixed_image, warp_matrix): + trans = ProjectiveTransform(matrix=warp_matrix) + warped_coords = warp_coords_batch(trans, fixed_image.shape) + return map_coordinates(moving_image, warped_coords) + + +def overlay(moving_image, fixed_image, factor, overlay_out_path): + moving_image = Image.fromarray(moving_image).convert("RGBA") + fixed_image = Image.fromarray(fixed_image).convert("RGBA") + overlay_out = Image.blend(moving_image, fixed_image, factor) + overlay_out.save(overlay_out_path, "PNG") + + +if __name__=="__main__": + parser = argparse.ArgumentParser(description = "Overlay two images") + parser.add_argument("fixed_image", help = "Path to fixed image") + parser.add_argument("moving_image", help = "Path to moving image") + parser.add_argument("warp_matrix", help="Paste path to warp_matrix.csv that should be used for transformation") + parser.add_argument("--inverse_transform", dest='inverse_transform', action='store_true', help="Set if inverse transform should be visualized") + parser.add_argument("--factor", dest = "factor", help = "Enter the factor by which images should be blended, 1.0 returns a copy of second image", type = float, default = 0.5) + parser.add_argument("overlay_out", help = "Overlay output path") + args = parser.parse_args() + + fixed_image = skimage.io.imread(args.fixed_image) + moving_image = skimage.io.imread(args.moving_image) + + warp_matrix = pd.read_csv(args.warp_matrix, delimiter=",", header=None) + warp_matrix = np.array(warp_matrix) + if args.inverse_transform: + fixed_image = transform(fixed_image, moving_image, warp_matrix) + else: + warp_matrix = np.linalg.inv(warp_matrix) + moving_image = transform(moving_image, fixed_image, warp_matrix) + + overlay(moving_image, fixed_image, args.factor, args.overlay_out) diff -r 000000000000 -r bd06c3ba70b0 overlay_moving_and_fixed_image.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/overlay_moving_and_fixed_image.xml Mon Jan 07 05:37:21 2019 -0500 @@ -0,0 +1,46 @@ + + + Overlay moving and fixed image + + scikit-image + pandas + numpy + scipy + pillow + + + + + + + + + + + + + + + + + + + + + + +This tool performs an overlay of two images of which one was transformed to match the other. + + + 10.1016/j.jbiotec.2017.07.019 + + diff -r 000000000000 -r bd06c3ba70b0 test-data/out.png Binary file test-data/out.png has changed diff -r 000000000000 -r bd06c3ba70b0 test-data/sample1.png Binary file test-data/sample1.png has changed diff -r 000000000000 -r bd06c3ba70b0 test-data/sample2.png Binary file test-data/sample2.png has changed diff -r 000000000000 -r bd06c3ba70b0 test-data/warp_matrix.csv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/warp_matrix.csv Mon Jan 07 05:37:21 2019 -0500 @@ -0,0 +1,3 @@ +1,0,10 +0,1,20 +0,0,1