Note
Go to the end to download the full example code.
Layer planes#
/home/runner/work/napari-animation/napari-animation/examples/layer_planes.py:16: FutureWarning: Parameter `area_threshold` is deprecated since version 0.26.0 and will be removed in 2.0.0 (or later). To avoid this warning, please use the parameter `max_size` instead. For more details, see the documentation of `remove_small_holes`. Note that the new threshold removes objects smaller than **or equal to** its value, while the previous parameter only removed smaller ones.
th_nuclei = skimage.morphology.remove_small_holes(th_nuclei, 20**3)
Rendering frames...
0%| | 0/121 [00:00<?, ?it/s]IMAGEIO FFMPEG_WRITER WARNING: input image is not divisible by macro_block_size=16, resizing from (967, 943) to (976, 944) to ensure video compatibility with most codecs and players. To prevent resizing, make your input image divisible by the macro_block_size or set the macro_block_size to 1 (risking incompatibility).
2%|▏ | 2/121 [00:00<00:07, 16.77it/s]
4%|▍ | 5/121 [00:00<00:05, 21.07it/s]
7%|▋ | 8/121 [00:00<00:04, 22.86it/s]
9%|▉ | 11/121 [00:00<00:04, 24.03it/s]
12%|█▏ | 14/121 [00:00<00:04, 24.71it/s]
14%|█▍ | 17/121 [00:00<00:04, 25.13it/s]
17%|█▋ | 20/121 [00:00<00:04, 25.24it/s]
19%|█▉ | 23/121 [00:00<00:03, 25.44it/s]
21%|██▏ | 26/121 [00:01<00:03, 25.62it/s]
24%|██▍ | 29/121 [00:01<00:03, 25.70it/s]
26%|██▋ | 32/121 [00:01<00:03, 26.10it/s]
29%|██▉ | 35/121 [00:01<00:03, 26.05it/s]
31%|███▏ | 38/121 [00:01<00:03, 25.95it/s]
34%|███▍ | 41/121 [00:01<00:03, 25.86it/s]
36%|███▋ | 44/121 [00:01<00:03, 25.28it/s]
39%|███▉ | 47/121 [00:01<00:03, 24.53it/s]
41%|████▏ | 50/121 [00:02<00:02, 24.32it/s]
44%|████▍ | 53/121 [00:02<00:02, 24.54it/s]
46%|████▋ | 56/121 [00:02<00:02, 24.55it/s]
49%|████▉ | 59/121 [00:02<00:02, 24.84it/s]
51%|█████ | 62/121 [00:02<00:03, 18.21it/s]
54%|█████▎ | 65/121 [00:02<00:03, 15.45it/s]
55%|█████▌ | 67/121 [00:03<00:03, 14.34it/s]
57%|█████▋ | 69/121 [00:03<00:03, 13.44it/s]
59%|█████▊ | 71/121 [00:03<00:03, 12.88it/s]
60%|██████ | 73/121 [00:03<00:03, 12.28it/s]
62%|██████▏ | 75/121 [00:03<00:03, 12.11it/s]
64%|██████▎ | 77/121 [00:03<00:03, 11.88it/s]
65%|██████▌ | 79/121 [00:04<00:03, 11.79it/s]
67%|██████▋ | 81/121 [00:04<00:03, 11.59it/s]
69%|██████▊ | 83/121 [00:04<00:03, 11.56it/s]
70%|███████ | 85/121 [00:04<00:03, 11.35it/s]
72%|███████▏ | 87/121 [00:04<00:03, 11.25it/s]
74%|███████▎ | 89/121 [00:05<00:02, 11.19it/s]
75%|███████▌ | 91/121 [00:05<00:03, 9.56it/s]
76%|███████▌ | 92/121 [00:05<00:03, 8.22it/s]
77%|███████▋ | 93/121 [00:05<00:03, 8.34it/s]
78%|███████▊ | 94/121 [00:05<00:03, 8.63it/s]
79%|███████▉ | 96/121 [00:05<00:02, 9.11it/s]
81%|████████ | 98/121 [00:06<00:02, 9.48it/s]
82%|████████▏ | 99/121 [00:06<00:02, 9.51it/s]
83%|████████▎ | 100/121 [00:06<00:02, 9.56it/s]
84%|████████▍ | 102/121 [00:06<00:01, 9.85it/s]
86%|████████▌ | 104/121 [00:06<00:01, 9.91it/s]
88%|████████▊ | 106/121 [00:06<00:01, 10.12it/s]
89%|████████▉ | 108/121 [00:07<00:01, 10.25it/s]
91%|█████████ | 110/121 [00:07<00:01, 10.26it/s]
93%|█████████▎| 112/121 [00:07<00:00, 10.17it/s]
94%|█████████▍| 114/121 [00:07<00:00, 9.95it/s]
95%|█████████▌| 115/121 [00:07<00:00, 9.95it/s]
97%|█████████▋| 117/121 [00:08<00:00, 10.10it/s]
98%|█████████▊| 119/121 [00:08<00:00, 10.14it/s]
100%|██████████| 121/121 [00:08<00:00, 10.09it/s]
100%|██████████| 121/121 [00:08<00:00, 14.40it/s]
from scipy import ndimage as ndi
from napari_animation import Animation
import napari
import skimage
import scipy
viewer = napari.Viewer(ndisplay=3)
nuclei = skimage.data.cells3d()[:,1,...]
denoised = scipy.ndimage.median_filter(nuclei, size=3)
th_nuclei = denoised > skimage.filters.threshold_li(denoised)
th_nuclei = skimage.morphology.remove_small_holes(th_nuclei, 20**3)
labels_data = skimage.measure.label(th_nuclei)
animation = Animation(viewer)
image_layer = viewer.add_image(nuclei, name="nuclei", depiction="plane",
blending='translucent')
labels_layer = viewer.add_labels(labels_data, name="labels", blending='translucent')
viewer.camera.angles = (-18.23797054423494, 41.97404742075617, 141.96173085742896)
viewer.camera.zoom *= 0.5
def replace_labels_data():
z_cutoff = int(image_layer.plane.position[0])
new_labels_data = labels_data.copy()
new_labels_data[z_cutoff:] = 0
labels_layer.data = new_labels_data
labels_layer.visible = False
image_layer.plane.position = (0, 0, 0)
animation.capture_keyframe(steps=30)
image_layer.plane.position = (59, 0, 0)
animation.capture_keyframe(steps=30)
image_layer.plane.position = (0, 0, 0)
animation.capture_keyframe(steps=30)
image_layer.plane.events.position.connect(replace_labels_data)
labels_layer.visible = True
labels_layer.experimental_clipping_planes = [{
"position": (0, 0, 0),
"normal": (-1, 0, 0), # point up in z (i.e: show stuff above plane)
}]
image_layer.plane.position = (59, 0, 0)
# access first plane, since it's a list
labels_layer.experimental_clipping_planes[0].position = (59, 0, 0)
animation.capture_keyframe(steps=30)
image_layer.plane.position = (0, 0, 0)
animation.capture_keyframe(steps=30)
animation.animate("layer_planes.mp4", canvas_only=True)
image_layer.plane.position = (0, 0, 0)
Total running time of the script: (0 minutes 13.629 seconds)