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General Tech Learning Aids/Tools 2 years ago
Posted on 16 Aug 2022, this text provides information on Learning Aids/Tools related to General Tech. Please note that while accuracy is prioritized, the data presented might not be entirely correct or up-to-date. This information is offered for general knowledge and informational purposes only, and should not be considered as a substitute for professional advice.
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I have a 3D array of binary data. I want to project this to 3 2D images - side on, head on, birds eye.
I have written the code:
for x in range(data.shape[2]): for y in range(data.shape[0]): val = 0 for z in range(data.shape[1]): if data[y][z][x] > 0: val = 255 break side[y][x] = val
But this is horrifically slow (75s!) for a ~700x300x300 matrix.
What is the fastest way of achieving this task?
EDIT:
To save the image, I have used:
sideImage = Image.fromarray(side) sideImage.convert('RGB').save("sideImage.png")
You can compute it as follows:
>>> data = np.random.random_sample((200, 300, 100)) > 0.5 >>> data.any(axis=-1).shape # show the result has the shape we want (200, 300) >>> data.any(axis=-1) array([[ True, True, True, ..., True, True, True], [ True, True, True, ..., True, True, True], [ True, True, True, ..., True, True, True], ..., [ True, True, True, ..., True, True, True], [ True, True, True, ..., True, True, True], [ True, True, True, ..., True, True, True]], dtype=bool) >>>
You can scale values if you need
>>> data.any(axis=-1) * 255 array([[255, 255, 255, ..., 255, 255, 255], [255, 255, 255, ..., 255, 255, 255], [255, 255, 255, ..., 255, 255, 255], ..., [255, 255, 255, ..., 255, 255, 255], [255, 255, 255, ..., 255, 255, 255], [255, 255, 255, ..., 255, 255, 255 REPLY 0 views 0 likes 0 shares Facebook Twitter Linked In WhatsApp
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