From c47eb1dfa56a65cb5da5f8b787dcf385bdc36d93 Mon Sep 17 00:00:00 2001 From: Luka van der Plas <43678097+lukavdplas@users.noreply.github.com> Date: Wed, 8 Nov 2023 14:07:48 +0100 Subject: [PATCH] Images tutorial (#19) --- src/basic/Images.jl | 1395 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1395 insertions(+) create mode 100644 src/basic/Images.jl diff --git a/src/basic/Images.jl b/src/basic/Images.jl new file mode 100644 index 0000000..ed0a5cd --- /dev/null +++ b/src/basic/Images.jl @@ -0,0 +1,1395 @@ +### A Pluto.jl notebook ### +# v0.19.32 + +#> [frontmatter] +#> image = "https://upload.wikimedia.org/wikipedia/commons/thumb/a/a7/Pluto-01_Stern_03_Pluto_Color_TXT.jpg/480px-Pluto-01_Stern_03_Pluto_Color_TXT.jpg" +#> title = "Images" +#> date = "2023-11-04" +#> tags = ["basic", "images", "markdown"] +#> description = "Learn how to import and display images!" +#> license = "Unlicense" +#> +#> [[frontmatter.author]] +#> name = "Pluto.jl" +#> url = "https://github.com/JuliaPluto" + +using Markdown +using InteractiveUtils + +# ╔═╡ 1803fe84-8253-4e8d-9be3-71ff954cb39a +using PlutoUI + +# ╔═╡ 1d48fa8f-8f5b-4a27-a82e-5ff7887c7dfa +using Images + +# ╔═╡ 1bdc7a62-7afe-11ee-1e46-b772907bfa5c +md""" +# Images in notebooks + +Pictures are great! Adding a few illustrations to your explanations is a great way to bring a notebook to life, or to explain a complicated idea. + +Or perhaps you want to do something cool with images in your code! Pluto is a great environment to handle images, because you can easily see your results in action as you work. + +This notebook is a simple introduction to how you can include images in a notebook. There are a few different ways - which one works depends on how you want to use the image in your notebook. Let's get started! +""" + +# ╔═╡ 39c573ac-cbe6-46ce-9424-4b510842d39e +md""" +## Images in markdown + +If you just want to include an image in your text, the easiest way is to write it directly in your markdown with a url. + +For example, here is a nice picture: +""" + +# ╔═╡ 8da421ba-781d-4b00-bffd-a579f770e72b +md""" +![Pluto (dwarf planet)](https://upload.wikimedia.org/wikipedia/commons/thumb/a/a7/Pluto-01_Stern_03_Pluto_Color_TXT.jpg/1024px-Pluto-01_Stern_03_Pluto_Color_TXT.jpg) +""" + +# ╔═╡ a4e2a4b1-5111-44cb-b967-479c7d9c265a +md""" +The format is `![description](location)` - the location can be a URL or a path to a file on your computer. +""" + +# ╔═╡ cd0e3521-0600-4b32-9605-96caec71e713 +md""" +### Image locators + +Unsure whether to use a URL or local path? Here is my advice. + +URLs are usually the safest bet. They keep working when you send your notebook to your friends, when you move the file, etc. (It's not called a *universal resource locator* for nothing!) If you are new to programming, URLs are also the easiest to use. + +However, there are some cases where local paths may be a better choice, for example if your image is privacy-sensitive or you need to work offline. Another concern with linking to external URLs is that you often have to rely on someone else keeping a server online - which they may not do forever. + +If you want to local paths, the best way is to share your notebook as part of a repository (such as a Github repository or a Zenodo archive), which you publish as a whole. This way, you can safely write relative links to other files in the repository. + +Whichever you choose, it's a good idea to fill in a short description between the `[]` - so the meaning of your image does not get lost when the link breaks. +""" + +# ╔═╡ b75b0436-637a-4f19-8a3b-7d3ad113c18f +md""" +### Summary + +Including images in markdown is simple and fast, and you don't need any Julia packages for it. + +This method works well for *static* images that do not interact with your code. If you want to read the image in your code, or show an image you have generated or manipulated, keep reading. +""" + +# ╔═╡ 910facc9-c51d-4372-b77e-e4db813ac82a +md""" +## Images in markdown: advanced options + +This `![]()` syntax works well but it a bit limited. A common issue is that you want to set the image size. + +One option is to use HTML instead of markdown: +""" + +# ╔═╡ f0e45555-8d9c-41fb-88a8-eb23ab42b730 +html""" +

Small planet, small picture:

+ +Pluto (dwarf planet) +""" + +# ╔═╡ 3654ac80-eb87-4f2e-80e4-66a6a35f6490 +md""" +If you are not used to working with HTML, this can be a bit of a hassle, and it may be easier to use `PlutoUI.Resource`. Here is how that works: +""" + +# ╔═╡ 2dec646f-3170-434d-b192-c86c98d467d2 +Resource( + "https://upload.wikimedia.org/wikipedia/commons/thumb/a/a7/Pluto-01_Stern_03_Pluto_Color_TXT.jpg/1024px-Pluto-01_Stern_03_Pluto_Color_TXT.jpg", + :alt => "Pluto (dwarf planet)", + :width => 200 +) + +# ╔═╡ 30b0503a-1eef-487e-a779-0c385c07fb17 +md""" +Hey, since `Resource()` is just an expression, can we use that if we want to process the image in our code? + +Well... not really. The value of `Resource` is just a pointer to some external resource, together with some metadata of how to display it. It does not contain the actual pixel values. Let's move to the next section about loading images in your code! +""" + +# ╔═╡ 55783992-3a7d-4342-9499-7bf25cbc7217 +md""" +## Loading images in Julia + +What if we want to do something with the image in the code? We can use the `Images` library: +""" + +# ╔═╡ 3d8a4c8f-d0d8-40f4-959c-9f14d163285c +image_url = "https://upload.wikimedia.org/wikipedia/commons/thumb/a/a7/Pluto-01_Stern_03_Pluto_Color_TXT.jpg/1024px-Pluto-01_Stern_03_Pluto_Color_TXT.jpg"; + +# ╔═╡ d841917b-4075-44f4-bd07-b24d1062f5a9 +image_file = download(image_url) + +# ╔═╡ d973f222-ea16-498c-b1dc-1e70b8e4760f +image = load(image_file) + +# ╔═╡ b30b7dd6-dca0-4903-af2e-df45547f05f3 +md""" +That was easy! +""" + +# ╔═╡ da53fcb4-bf38-461d-ae90-c2114a381f96 +md""" +!!! tip "Local files" + + The output of `download()` is the path to a local file (in a folder for temporary files). If you want to load an image from a local file instead of a URL, you can use the path as input for `load()`. +""" + +# ╔═╡ be2feb76-334d-4958-b1e9-6928223c00d9 +md""" +### When to use Images.jl + +As you've seen already, if you just want to *show* an image, you do not need to import the `Images` package! You can put the URL directly in the markdown. That's nice, because Images.jl is a pretty big package to import. + +If you want to use the image *in your code*, it's time to load `Images`! +""" + +# ╔═╡ 59c4cee6-a83b-42fe-ba9b-25102245ec08 +md""" +### Image objects + +We've loaded the image as `image`, and Pluto is showing us the picture. Nice, but now we want to *do* something with it. Let's take a quick look under the hood and see how we can use the image. +""" + +# ╔═╡ 4b7f55ac-0a28-413e-9a89-732f64b6edb9 +typeof(image) + +# ╔═╡ 993dee72-a557-4b0e-92fb-685cb5c1a320 +md""" +If you're still getting used to Julia types, this output tells us a few things: + +- `image` is a matrix (a grid of values) +- Each value of the matrix is an `RGB` type +- The `RGB` values are somehow based on numbers. +""" + +# ╔═╡ ca766671-e81f-486d-8d83-4c9f09b2ddfd +md""" +Okay, so an image is a matrix. This is essentially the grid of pixels in the image. We can check out the size: +""" + +# ╔═╡ 88d054d6-f484-4ad3-9248-35de9861dee7 +size(image) + +# ╔═╡ 2d5243b9-960a-491b-b884-7b91655e54a6 +md""" +We can take slices of it like any other matrix: +""" + +# ╔═╡ 7b93ef46-27b2-4b40-a196-bce49fe1e38c +image[500:600, 300:400] + +# ╔═╡ 2279a3b5-6b0d-415a-a960-43f7746ec62a +md""" +An element of the matrix is a pixel, i.e. a colour: +""" + +# ╔═╡ d24eb69d-b8ec-4576-a119-d9e0624d6aea +pixel = image[550, 350] + +# ╔═╡ 1812fea8-94e5-4b8f-a8aa-8c1113da73bc +md""" +These pixels have RGB values; that is, a value for their *red*, *green* and *blue* components. Here is a quick way to unpack those: +""" + +# ╔═╡ 4b3e719f-9062-4686-a30f-83ffe14a65e8 +pixel.r, pixel.g, pixel.b + +# ╔═╡ eda6b343-caa3-4557-b377-ec4132fb61ab +md""" +Neat! + +One more demonstration: here I've created an image "from scratch". +""" + +# ╔═╡ 38733f5a-3e80-44b5-9419-cba0c4860582 +my_art = let + w = RGB(1, 1, 1) + b = RGB(0, 0, 0) + + [ + b b b w b w w w w w w b w w w w w ; + b w b w b w b w b w b b b w b b b ; + b b b w b w b w b w w b w w b w b ; + b w w w b w b b b w w b b w b b b ; + ] +end + +# ╔═╡ 30501e96-6990-4562-b114-992ff08fe811 +md""" +There is a lot more to say about working with images, but we won't go into that here. Some suggested reading if you want to learn more: + +- For a comprehensive guide on what you can do with the `Images` library, check out [JuliaImages documentation](https://juliaimages.org/latest/). You can also check out their [demos page](https://juliaimages.org/latest/examples/) for more specific examples! +- For a longer tutorial on working with images as arrays, check out ["images and arrays" in the Computational Thinking course](https://computationalthinking.mit.edu/Fall23/homework/hw1/) +- For more image-related tutorials, check out the featured notebooks on the [Pluto homepage](http://localhost:1234/)! +""" + +# ╔═╡ 337d421d-2a03-48be-aed0-e018bc9d24f7 +md""" +## Showing Julia image objects in markdown + +If you create images in your code, they will be shown as the output of the cell. But sometimes you want to embed the image in some markdown or html content. + +We've seen how we can load external images directly in markdown with the `![]()` syntax. If you want to show an image that is defined by your code, you should use *interpolation* instead, with `$`. + +For example, the `my_art` image did not come from the internet, so I can't load it from a URL. Here's how I can show it in markdown: +""" + +# ╔═╡ 7e940925-6567-4e97-be2d-ad454140b4a1 +md""" +Check out what I made! + +$my_art + +Isn't it beautiful? +""" + +# ╔═╡ 3ab598e6-d579-489c-bef2-dd7a04b07626 +md""" +!!! tip + + This is also how you can embed a `PlutoUI.Resource` within some other markdown content. +""" + +# ╔═╡ afd5f6b6-9847-4185-97da-fbc3635b7bbb +md""" +## Saving images + +One more thing: if you've used a notebook to generate or edit an image, you may want to save it to a file! + +One way is to use `save()`. You have to provide a location for that. Here is what that looks like. (I've disabled the cell so it won't try to find the folder on your computer when you run this.) +""" + +# ╔═╡ f52c8999-47e1-4a99-b8c0-82978426b4a9 +# ╠═╡ disabled = true +#=╠═╡ +save("C:/Users/luka/Pictures/my_beautiful_artworks/pluto.png", my_art) + ╠═╡ =# + +# ╔═╡ e864f9a9-e703-40f7-9f7c-0bdeff011723 +md""" +The tricky thing about `save` is that you have to enter the filepath. If you want anyone using the notebook to pick where to save the file, PlutoUI's `DownloadButton` does exactly that! +""" + +# ╔═╡ 0c163ed2-fa9c-4bf7-b894-9868c6a26c0e +DownloadButton(my_art, "pluto.png") + +# ╔═╡ e58febb4-4d97-42aa-988a-3e9403a5c649 +md""" +That's it! Have fun working with images! ✨ +""" + +# ╔═╡ 00000000-0000-0000-0000-000000000001 +PLUTO_PROJECT_TOML_CONTENTS = """ +[deps] +Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0" +PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8" + +[compat] +Images = "~0.26.0" +PlutoUI = "~0.7.52" +""" + +# ╔═╡ 00000000-0000-0000-0000-000000000002 +PLUTO_MANIFEST_TOML_CONTENTS = """ +# This file is machine-generated - editing it directly is not advised + +julia_version = "1.7.0" +manifest_format = "2.0" + +[[deps.AbstractFFTs]] +deps = ["ChainRulesCore", "LinearAlgebra", "Test"] +git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef" +uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c" +version = "1.5.0" + +[[deps.AbstractPlutoDingetjes]] +deps = ["Pkg"] +git-tree-sha1 = "91bd53c39b9cbfb5ef4b015e8b582d344532bd0a" +uuid = "6e696c72-6542-2067-7265-42206c756150" +version = "1.2.0" + +[[deps.Adapt]] +deps = ["LinearAlgebra", "Requires"] +git-tree-sha1 = "02f731463748db57cc2ebfbd9fbc9ce8280d3433" +uuid = 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