{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## The fastai Image classes" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [], "source": [ "from fastai.gen_doc.nbdoc import *\n", "from fastai.vision import * \n", "import PIL" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true }, "source": [ "The fastai library is built such that the pictures loaded are wrapped in an [`Image`](/vision.image.html#Image). This [`Image`](/vision.image.html#Image) contains the array of pixels associated to the picture, but also has a lot of built-in functions that will help the fastai library to process transformations applied to the corresponding image. There are also sub-classes for special types of image-like objects:\n", "\n", "- [`ImageSegment`](/vision.image.html#ImageSegment) for segmentation masks\n", "- [`ImageBBox`](/vision.image.html#ImageBBox) for bounding boxes\n", "\n", "See the following sections for documentation of all the details of these classes. But first, let's have a quick look at the main functionality you'll need to know about.\n", "\n", "Opening an image and converting to an [`Image`](/vision.image.html#Image) object is easily done by using the [`open_image`](/vision.image.html#open_image) function:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", 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\n", "text/plain": [ "Image (3, 500, 394)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img = open_image('imgs/cat_example.jpg')\n", "img" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To look at the picture that this [`Image`](/vision.image.html#Image) contains, you can also use its `show` method. It will show a resized version and has more options to customize the display." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This `show` method can take a few arguments (see the documentation of [`Image.show`](/vision.image.html#Image.show) for details) but the two we will use the most in this documentation are:\n", "- `ax` which is the [matplolib.pyplot axes](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.axes.html) on which we want to show the image\n", "- `title` which is an optional title we can give to the image." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_,axs = plt.subplots(1,4,figsize=(12,4))\n", "for i,ax in enumerate(axs): img.show(ax=ax, title=f'Copy {i+1}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're interested in the tensor of pixels, it's stored in the data attribute of an [`Image`](/vision.image.html#Image)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([3, 500, 394])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Image classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[`Image`](/vision.image.html#Image) is the class that wraps every picture in the fastai library. It is subclassed to create [`ImageSegment`](/vision.image.html#ImageSegment) and [`ImageBBox`](/vision.image.html#ImageBBox) when dealing with segmentation and object detection tasks. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class Image[source][test]

\n", "\n", "> Image(**`px`**:`Tensor`) :: [`ItemBase`](/core.html#ItemBase)\n", "\n", "
×

Tests found for Image:

  • pytest -sv tests/test_vision_transform.py::test_mask_data_aug [source]

To run tests please refer to this guide.

\n", "\n", "Support applying transforms to image data in `px`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the functions of the [`Image`](/vision.image.html#Image) class deal with the internal pipeline of transforms, so they are only shown at the end of this page. The easiest way to create one is through the function [`open_image`](/vision.image.html#open_image), as we saw before." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

open_image[source][test]

\n", "\n", "> open_image(**`fn`**:`PathOrStr`, **`div`**:`bool`=***`True`***, **`convert_mode`**:`str`=***`'RGB'`***, **`after_open`**:`Callable`=***`None`***) → [`Image`](/vision.image.html#Image)\n", "\n", "
×

No tests found for open_image. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Return [`Image`](/vision.image.html#Image) object created from image in file `fn`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(open_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If `div=True`, pixel values are divided by 255. to become floats between 0. and 1. `convert_mode` is passed to `PIL.Image.convert`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we saw, in a Jupyter Notebook, the representation of an [`Image`](/vision.image.html#Image) is its underlying picture (shown to its full size). On top of containing the tensor of pixels of the image (and automatically doing the conversion after decoding the image), this class contains various methods for the implementation of transforms. The [`Image.show`](/vision.image.html#Image.show) method also allows to pass more arguments:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

Image.show[source][test]

\n", "\n", "> Image.show(**`ax`**:`Axes`=***`None`***, **`figsize`**:`tuple`=***`(3, 3)`***, **`title`**:`Optional`\\[`str`\\]=***`None`***, **`hide_axis`**:`bool`=***`True`***, **`cmap`**:`str`=***`None`***, **`y`**:`Any`=***`None`***, **\\*\\*`kwargs`**)\n", "\n", "
×

No tests found for show. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show image on `ax` with `title`, using `cmap` if single-channel, overlaid with optional `y` \n", "\n", "- *ax*: matplotlib.pyplot axes on which show the image\n", "- *figsize*: Size of the figure\n", "- *title*: Title to display on top of the graph\n", "- *hide_axis*: If True, the axis of the graph are hidden\n", "- *cmap*: Color map to use\n", "- *y*: Potential target to be superposed on the same graph (mask, bounding box, points) " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.show, arg_comments ={\n", " 'ax': 'matplotlib.pyplot axes on which show the image',\n", " 'figsize': 'Size of the figure',\n", " 'title': 'Title to display on top of the graph',\n", " 'hide_axis': 'If True, the axis of the graph are hidden',\n", " 'cmap': 'Color map to use',\n", " 'y': 'Potential target to be superposed on the same graph (mask, bounding box, points)'\n", "}, full_name='Image.show')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to completely customize the display of an [`Image`](/vision.image.html#Image). We'll see examples of the `y` functionality below with segmentation and bounding boxes tasks, for now here is an example using the other features." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img.show(figsize=(10,5), title='Big kitten')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An [`Image`](/vision.image.html#Image) object also has a few attributes that can be useful:\n", "- `Image.data` gives you the underlying tensor of pixel\n", "- `Image.shape` gives you the size of that tensor (channels x height x width)\n", "- `Image.size` gives you the size of the image (height x width)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": false }, "outputs": [ { "data": { "text/plain": [ "(tensor([[[0.1216, 0.0745, 0.0392, ..., 0.4706, 0.4863, 0.4863],\n", " [0.0706, 0.0431, 0.0314, ..., 0.4706, 0.4863, 0.4824],\n", " [0.0588, 0.0471, 0.0588, ..., 0.4745, 0.4784, 0.4706],\n", " ...,\n", " [0.3059, 0.3647, 0.3686, ..., 0.5412, 0.5725, 0.5725],\n", " [0.3294, 0.4000, 0.4039, ..., 0.5882, 0.5765, 0.5765],\n", " [0.3843, 0.4627, 0.4667, ..., 0.6471, 0.5725, 0.5725]],\n", " \n", " [[0.0235, 0.0000, 0.0000, ..., 0.3451, 0.3725, 0.3725],\n", " [0.0000, 0.0000, 0.0000, ..., 0.3569, 0.3725, 0.3765],\n", " [0.0000, 0.0000, 0.0196, ..., 0.3647, 0.3686, 0.3725],\n", " ...,\n", " [0.3882, 0.4588, 0.4627, ..., 0.6471, 0.6784, 0.6784],\n", " [0.4118, 0.4941, 0.4980, ..., 0.6941, 0.6824, 0.6824],\n", " [0.4667, 0.5569, 0.5608, ..., 0.7529, 0.6784, 0.6784]],\n", " \n", " [[0.1098, 0.0941, 0.1137, ..., 0.1843, 0.2078, 0.2078],\n", " [0.0784, 0.0784, 0.1216, ..., 0.1922, 0.2078, 0.2078],\n", " [0.1098, 0.1176, 0.1647, ..., 0.2078, 0.2118, 0.2118],\n", " ...,\n", " [0.4941, 0.5608, 0.5647, ..., 0.7294, 0.7608, 0.7608],\n", " [0.5176, 0.5961, 0.6000, ..., 0.7765, 0.7647, 0.7647],\n", " [0.5725, 0.6588, 0.6627, ..., 0.8353, 0.7608, 0.7608]]]),\n", " torch.Size([3, 500, 394]),\n", " torch.Size([500, 394]))" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img.data, img.shape, img.size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a segmentation task, the target is usually a mask. The fastai library represents it as an [`ImageSegment`](/vision.image.html#ImageSegment) object." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class ImageSegment[source][test]

\n", "\n", "> ImageSegment(**`px`**:`Tensor`) :: [`Image`](/vision.image.html#Image)\n", "\n", "
×

Tests found for ImageSegment:

  • pytest -sv tests/test_vision_transform.py::test_mask_data_aug [source]

To run tests please refer to this guide.

\n", "\n", "Support applying transforms to segmentation masks data in `px`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageSegment, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To easily open a mask, the function [`open_mask`](/vision.image.html#open_mask) plays the same role as [`open_image`](/vision.image.html#open_image):" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

open_mask[source][test]

\n", "\n", "> open_mask(**`fn`**:`PathOrStr`, **`div`**=***`False`***, **`convert_mode`**=***`'L'`***, **`after_open`**:`Callable`=***`None`***) → [`ImageSegment`](/vision.image.html#ImageSegment)\n", "\n", "
×

No tests found for open_mask. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Return [`ImageSegment`](/vision.image.html#ImageSegment) object create from mask in file `fn`. If `div`, divides pixel values by 255. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(open_mask)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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\n", "image/png": "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\n", "text/plain": [ "ImageSegment (1, 128, 128)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "open_mask('imgs/mask_example.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run length encoded masks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From time to time, you may encouter mask data as run lengh encoding string instead of picture." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imgrle_mask
000087a6bd4dc_01.jpg879386 40 881253 141 883140 205 885009 17 8850...
100087a6bd4dc_02.jpg873779 4 875695 7 877612 9 879528 12 881267 15...
\n", "
" ], "text/plain": [ " img rle_mask\n", "0 00087a6bd4dc_01.jpg 879386 40 881253 141 883140 205 885009 17 8850...\n", "1 00087a6bd4dc_02.jpg 873779 4 875695 7 877612 9 879528 12 881267 15..." ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('imgs/mask_rle_sample.csv')\n", "encoded_str = df.iloc[1]['rle_mask']; \n", "df[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also read a mask in run length encoding, with an extra argument __shape__ for image size" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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\n", "image/png": "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\n", "text/plain": [ "ImageSegment (1, 1280, 1918)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mask = open_mask_rle(df.iloc[0]['rle_mask'], shape=(1918, 1280)).resize((1,128,128))\n", "mask" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

open_mask_rle[source][test]

\n", "\n", "> open_mask_rle(**`mask_rle`**:`str`, **`shape`**:`Tuple`\\[`int`, `int`\\]) → [`ImageSegment`](/vision.image.html#ImageSegment)\n", "\n", "
×

No tests found for open_mask_rle. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Return [`ImageSegment`](/vision.image.html#ImageSegment) object create from run-length encoded string in `mask_lre` with size in `shape`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(open_mask_rle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [`open_mask_rle`](/vision.image.html#open_mask_rle) simply make use of the helper function [`rle_decode`](/vision.image.html#rle_decode) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1912, 1280)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rle_decode(encoded_str, (1912, 1280)).shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

rle_decode[source][test]

\n", "\n", "> rle_decode(**`mask_rle`**:`str`, **`shape`**:`Tuple`\\[`int`, `int`\\]) → `ndarray`\n", "\n", "
×

Tests found for rle_decode:

  • pytest -sv tests/test_vision_image.py::test_rle_decode_empty_str [source]
  • pytest -sv tests/test_vision_image.py::test_rle_decode_with_str [source]

To run tests please refer to this guide.

\n", "\n", "Return an image array from run-length encoded string `mask_rle` with `shape`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(rle_decode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also convert [`ImageSegment`](/vision.image.html#ImageSegment) to run length encoding." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "fastai.vision.image.ImageSegment" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(mask)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'5943 21 6070 25 6197 26 6324 28 6452 29 6579 30 6707 31 6835 31 6962 32 7090 33 7217 34 7345 35 7473 35 7595 2 7600 36 7722 5 7728 37 7766 4 7850 43 7894 5 7978 43 8022 5 8106 49 8238 44 8366 40 8494 41 8621 42 8748 44 8875 46 9003 47 9130 48 9258 49 9386 49 9513 50 9641 51 9769 51 9897 51 10024 52 10152 53 10280 53 10408 53 10536 53 10664 53 10792 53 10920 53 11048 53 11176 53 11304 53 11432 53 11560 53 11688 53 11816 53 11944 53 12072 53 12200 53 12328 53 12456 53 12584 53 12712 53 12840 53 12968 53 13097 51 13225 51 13353 51 13481 51 13610 49 13742 44 13880 30'" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rle_encode(mask.data)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

rle_encode[source][test]

\n", "\n", "> rle_encode(**`img`**:`ndarray`) → `str`\n", "\n", "
×

Tests found for rle_encode:

  • pytest -sv tests/test_vision_image.py::test_rle_encode_all_zero_array [source]
  • pytest -sv tests/test_vision_image.py::test_rle_encode_with_array [source]

To run tests please refer to this guide.

\n", "\n", "Return run-length encoding string from `img`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(rle_encode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An [`ImageSegment`](/vision.image.html#ImageSegment) object has the same properties as an [`Image`](/vision.image.html#Image). The only difference is that when applying the transformations to an [`ImageSegment`](/vision.image.html#ImageSegment), it will ignore the functions that deal with lighting and keep values of 0 and 1. As explained earlier, it's easy to show the segmentation mask over the associated [`Image`](/vision.image.html#Image) by using the `y` argument of [`show_image`](/vision.image.html#show_image)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = open_image('imgs/car_example.jpg')\n", "mask = open_mask('imgs/mask_example.png')\n", "_,axs = plt.subplots(1,3, figsize=(8,4))\n", "img.show(ax=axs[0], title='no mask')\n", "img.show(ax=axs[1], y=mask, title='masked')\n", "mask.show(ax=axs[2], title='mask only', alpha=1.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the targets are a bunch of points, the following class will help." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class ImagePoints[source][test]

\n", "\n", "> ImagePoints(**`flow`**:[`FlowField`](/vision.image.html#FlowField), **`scale`**:`bool`=***`True`***, **`y_first`**:`bool`=***`True`***) :: [`Image`](/vision.image.html#Image)\n", "\n", "
×

Tests found for ImagePoints:

  • pytest -sv tests/test_vision_transform.py::test_points_data_aug [source]

To run tests please refer to this guide.

\n", "\n", "Support applying transforms to a `flow` of points. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create an [`ImagePoints`](/vision.image.html#ImagePoints) object from a `flow` of coordinates. Coordinates need to be scaled to the range (-1,1) which will be done in the intialization if `scale` is left as `True`. Convention is to have point coordinates in the form `[y,x]` unless `y_first` is set to `False`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = open_image('imgs/face_example.jpg')\n", "pnts = torch.load('points.pth')\n", "pnts = ImagePoints(FlowField(img.size, pnts))\n", "img.show(y=pnts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the raw points are gathered in a [`FlowField`](/vision.image.html#FlowField) object, which is a class that wraps together a bunch of coordinates with the corresponding image size. In fastai, we expect points to have the y coordinate first by default. The underlying data of `pnts` is the flow of points scaled from -1 to 1 (again with the y coordinate first):" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[-0.1875, -0.6000],\n", " [-0.0500, -0.5875],\n", " [ 0.0750, -0.5750],\n", " [ 0.2125, -0.5750],\n", " [ 0.3375, -0.5375],\n", " [ 0.4500, -0.4875],\n", " [ 0.5250, -0.3750],\n", " [ 0.5750, -0.2375],\n", " [ 0.5875, -0.1000],\n", " [ 0.5750, 0.0375]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pnts.data[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For an objection detection task, the target is a bounding box containg the picture." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class ImageBBox[source][test]

\n", "\n", "> ImageBBox(**`flow`**:[`FlowField`](/vision.image.html#FlowField), **`scale`**:`bool`=***`True`***, **`y_first`**:`bool`=***`True`***, **`labels`**:`Collection`\\[`T_co`\\]=***`None`***, **`classes`**:`dict`=***`None`***, **`pad_idx`**:`int`=***`0`***) :: [`ImagePoints`](/vision.image.html#ImagePoints)\n", "\n", "
×

Tests found for ImageBBox:

  • pytest -sv tests/test_vision_transform.py::test_bbox_data_aug [source]

To run tests please refer to this guide.

\n", "\n", "Support applying transforms to a `flow` of bounding boxes. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageBBox, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create an [`ImageBBox`](/vision.image.html#ImageBBox) object from a `flow` of coordinates. Those coordinates are expected to be in a [`FlowField`](/vision.image.html#FlowField) with an underlying flow of size 4N, if we have N bboxes, describing for each box the top left, top right, bottom left, bottom right corners. Coordinates need to be scaled to the range (-1,1) which will be done in the intialization if `scale` is left as `True`. Convention is to have point coordinates in the form `[y,x]` unless `y_first` is set to `False`. `labels` is an optional collection of labels, which should be the same size as `flow`. `pad_idx` is used if the set of transform somehow leaves the image without any bounding boxes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create an [`ImageBBox`](/vision.image.html#ImageBBox), you can use the `create` helper function that takes a list of bounding boxes, the height of the input image, and the width of the input image. Each bounding box is represented by a list of four numbers: the coordinates of the corners of the box with the following convention: top, left, bottom, right. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

create[source][test]

\n", "\n", "> create(**`h`**:`int`, **`w`**:`int`, **`bboxes`**:`Collection`\\[`Collection`\\[`int`\\]\\], **`labels`**:`Collection`\\[`T_co`\\]=***`None`***, **`classes`**:`dict`=***`None`***, **`pad_idx`**:`int`=***`0`***, **`scale`**:`bool`=***`True`***) → `ImageBBox`\n", "\n", "
×

No tests found for create. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Create an ImageBBox object from `bboxes`. \n", "\n", "- *h*: height of the input image\n", "- *w*: width of the input image\n", "- *bboxes*: list of bboxes (each of those being four integers with the top, left, bottom, right convention)\n", "- *labels*: labels of the images (as indexes)\n", "- *classes*: the corresponding classes\n", "- *pad_idx*: padding index that will be used to group the ImageBBox in a batch\n", "- *scale*: if `True`, will scale the bounding boxes from -1 to 1 " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageBBox.create, arg_comments={\n", " 'h': 'height of the input image',\n", " 'w': 'width of the input image',\n", " 'bboxes': 'list of bboxes (each of those being four integers with the top, left, bottom, right convention)',\n", " 'labels': 'labels of the images (as indexes)',\n", " 'classes': 'the corresponding classes',\n", " 'pad_idx': 'padding index that will be used to group the ImageBBox in a batch',\n", " 'scale': 'if `True`, will scale the bounding boxes from -1 to 1'\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to pass the dimensions of the input image so that [`ImageBBox`](/vision.image.html#ImageBBox) can internally create the [`FlowField`](/vision.image.html#FlowField). Again, the [`Image.show`](/vision.image.html#Image.show) method will display the bounding box on the same image if it's passed as a `y` argument." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img = open_image('imgs/car_bbox.jpg')\n", "bbox = ImageBBox.create(*img.size, [[96, 155, 270, 351]], labels=[0], classes=['car'])\n", "img.show(y=bbox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To help with the conversion of images or to show them, we use these helper functions:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

show_image[source][test]

\n", "\n", "> show_image(**`img`**:[`Image`](/vision.image.html#Image), **`ax`**:`Axes`=***`None`***, **`figsize`**:`tuple`=***`(3, 3)`***, **`hide_axis`**:`bool`=***`True`***, **`cmap`**:`str`=***`'binary'`***, **`alpha`**:`float`=***`None`***, **\\*\\*`kwargs`**) → `Axes`\n", "\n", "
×

No tests found for show_image. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Display [`Image`](/vision.image.html#Image) in notebook. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(show_image)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

pil2tensor[source][test]

\n", "\n", "> pil2tensor(**`image`**:`ndarray`, **`dtype`**:`dtype`) → `Tensor`\n", "\n", "
×

Tests found for pil2tensor:

  • pytest -sv tests/test_vision_data.py::test_vision_pil2tensor [source]
  • pytest -sv tests/test_vision_data.py::test_vision_pil2tensor_16bit [source]
  • pytest -sv tests/test_vision_data.py::test_vision_pil2tensor_numpy [source]

To run tests please refer to this guide.

\n", "\n", "Convert PIL style `image` array to torch style image tensor. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(pil2tensor)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([3, 500, 394])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(PIL.Image.open('imgs/cat_example.jpg').convert(\"RGB\"), np.float32).div_(255).size() " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 500, 394])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(PIL.Image.open('imgs/cat_example.jpg').convert(\"I\"), np.float32).div_(255).size()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 128, 128])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(PIL.Image.open('imgs/mask_example.png').convert(\"L\"), np.float32).div_(255).size()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([3, 224, 224])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(np.random.rand(224,224,3).astype(np.float32), np.float32).size()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([3, 500, 394])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(PIL.Image.open('imgs/cat_example.jpg'), np.float32).div_(255).size()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([1, 128, 128])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pil2tensor(PIL.Image.open('imgs/mask_example.png'), np.float32).div_(255).size()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

image2np[source][test]

\n", "\n", "> image2np(**`image`**:`Tensor`) → `ndarray`\n", "\n", "
×

No tests found for image2np. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Convert from torch style `image` to numpy/matplotlib style. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(image2np)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

scale_flow[source][test]

\n", "\n", "> scale_flow(**`flow`**, **`to_unit`**=***`True`***)\n", "\n", "
×

No tests found for scale_flow. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Scale the coords in `flow` to -1/1 or the image size depending on `to_unit`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(scale_flow)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

bb2hw[source][test]

\n", "\n", "> bb2hw(**`a`**:`Collection`\\[`int`\\]) → `ndarray`\n", "\n", "
×

No tests found for bb2hw. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Convert bounding box points from (width,height,center) to (height,width,top,left). " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(bb2hw)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

tis2hw[source][test]

\n", "\n", "> tis2hw(**`size`**:`Union`\\[`int`, `TensorImageSize`\\]) → `Tuple`\\[`int`, `int`\\]\n", "\n", "
×

Tests found for tis2hw:

  • pytest -sv tests/test_vision_image.py::test_tis2hw_2dims [source]
  • pytest -sv tests/test_vision_image.py::test_tis2hw_3dims [source]
  • pytest -sv tests/test_vision_image.py::test_tis2hw_int [source]
  • pytest -sv tests/test_vision_image.py::test_tis2hw_str_raises_an_error [source]

To run tests please refer to this guide.

\n", "\n", "Convert `int` or `TensorImageSize` to (height,width) of an image. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(tis2hw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If a size is provided as `(int, int)`, [`tis2hw`](/vision.image.html#tis2hw) will return it as it is. If a size is passed in as `str`, [`tis2hw`](/vision.image.html#tis2hw) will raise a `RuntimeError`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization functions" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

show_all[source][test]

\n", "\n", "> show_all(**`imgs`**:`Collection`\\[[`Image`](/vision.image.html#Image)\\], **`r`**:`int`=***`1`***, **`c`**:`Optional`\\[`int`\\]=***`None`***, **`figsize`**=***`(12, 6)`***)\n", "\n", "
×

No tests found for show_all. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show all `imgs` using `r` rows " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(show_all)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

plot_flat[source][test]

\n", "\n", "> plot_flat(**`r`**, **`c`**, **`figsize`**)\n", "\n", "
×

No tests found for plot_flat. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Shortcut for `enumerate(subplots.flatten())` " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(plot_flat)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

plot_multi[source][test]

\n", "\n", "> plot_multi(**`func`**:`Callable`\\[`int`, `int`, `Axes`, `NoneType`\\], **`r`**:`int`=***`1`***, **`c`**:`int`=***`1`***, **`figsize`**:`Tuple`=***`(12, 6)`***)\n", "\n", "
×

No tests found for plot_multi. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Call `func` for every combination of `r,c` on a subplot " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(plot_multi)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

show_multi[source][test]

\n", "\n", "> show_multi(**`func`**:`Callable`\\[`int`, `int`, [`Image`](/vision.image.html#Image)\\], **`r`**:`int`=***`1`***, **`c`**:`int`=***`1`***, **`figsize`**:`Tuple`=***`(9, 9)`***)\n", "\n", "
×

No tests found for show_multi. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Call `func(i,j).show(ax)` for every combination of `r,c` " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(show_multi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Applying transforms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the transforms available for data augmentation in computer vision are defined in the [vision.transform](vision.transform.ipynb) module. When we want to apply them to an [`Image`](/vision.image.html#Image), we use this method:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

apply_tfms[source][test]

\n", "\n", "> apply_tfms(**`tfms`**:`Union`\\[`Callable`, `Collection`\\[`Callable`\\]\\], **`do_resolve`**:`bool`=***`True`***, **`xtra`**:`Optional`\\[`Dict`\\[`Callable`, `dict`\\]\\]=***`None`***, **`size`**:`Union`\\[`int`, `TensorImageSize`, `NoneType`\\]=***`None`***, **`resize_method`**:[`ResizeMethod`](/vision.image.html#ResizeMethod)=***`None`***, **`mult`**:`int`=***`None`***, **`padding_mode`**:`str`=***`'reflection'`***, **`mode`**:`str`=***`'bilinear'`***, **`remove_out`**:`bool`=***`True`***) → `Tensor`\n", "\n", "
×

No tests found for apply_tfms. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Apply all `tfms` to the [`Image`](/vision.image.html#Image), if `do_resolve` picks value for random args. \n", "\n", "- *tfms*: `Transform` or list of `Transform`\n", "- *do_resolve*: if False, the values of random parameters are kept from the last draw\n", "- *xtra*: extra arguments to pass to the transforms\n", "- *size*: desired target size\n", "- *mult*: makes sure the final size is a multiple of mult\n", "- *resize_method*: how to get to the final size (crop, pad, squish)\n", "- *padding_mode*: how to pad the image ('zeros', 'border', 'reflection') " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.apply_tfms, arg_comments={\n", " 'tfms': '`Transform` or list of `Transform`',\n", " 'do_resolve': 'if False, the values of random parameters are kept from the last draw',\n", " 'xtra': 'extra arguments to pass to the transforms',\n", " 'size': 'desired target size',\n", " 'mult': 'makes sure the final size is a multiple of mult',\n", " 'resize_method': 'how to get to the final size (crop, pad, squish)',\n", " 'padding_mode': \"how to pad the image ('zeros', 'border', 'reflection')\"\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before showing examples, let's take a few moments to comment those arguments a bit more:\n", "- `do_resolve` decides if we resolve the random arguments by drawing new numbers or not. The intended use is to have the `tfms` applied to the input `x` with `do_resolve`=True, then, if the target `y` needs to be applied data augmentation (if it's a segmentation mask or bounding box), apply the `tfms` to `y` with `do_resolve`=False.\n", "- `mult` default value is very important to make sure your image can pass through most recent CNNs: they divide the size of the input image by 2 multiple times so both dimensions of your picture should be mutliples of at least 32. Only change the value of this parameter if you know it will be accepted by your model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are a few helper functions to help us load the examples we saw before." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_class_ex(): return open_image('imgs/cat_example.jpg')\n", "def get_seg_ex(): return open_image('imgs/car_example.jpg'), open_mask('imgs/mask_example.png')\n", "def get_pnt_ex():\n", " img = open_image('imgs/face_example.jpg')\n", " pnts = torch.load('points.pth')\n", " return img, ImagePoints(FlowField(img.size, pnts))\n", "def get_bb_ex():\n", " img = open_image('imgs/car_bbox.jpg')\n", " return img, ImageBBox.create(*img.size, [[96, 155, 270, 351]], labels=[0], classes=['car'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's grab our usual bunch of transforms and see what they do." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfms = get_transforms()\n", "_, axs = plt.subplots(2,4,figsize=(12,6))\n", "for ax in axs.flatten():\n", " img = get_class_ex().apply_tfms(tfms[0], get_class_ex(), size=224)\n", " img.show(ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's check what it gives for a segmentation task. Note that, as instructed by the documentation of [`apply_tfms`](/vision.image.html#Image.apply_tfms), we first apply the transforms to the input, and then apply them to the target while adding `do_resolve`=False." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfms = get_transforms()\n", "_, axs = plt.subplots(2,4,figsize=(12,6))\n", "for ax in axs.flatten():\n", " img,mask = get_seg_ex()\n", " img = img.apply_tfms(tfms[0], size=224)\n", " mask = mask.apply_tfms(tfms[0], do_resolve=False, size=224)\n", " img.show(ax=ax, y=mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Internally, each *transforms* saves the values it randomly picked into a dictionary called *resolved*, which it can reuse for the target." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RandTransform(tfm=TfmAffine (zoom), kwargs={'row_pct': (0, 1), 'col_pct': (0, 1), 'scale': (1.0, 1.1)}, p=0.75, resolved={'row_pct': 0.8593230459662604, 'col_pct': 0.27498721638860113, 'scale': 1.0112683952771075}, do_run=False, is_random=True)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tfms[0][4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For points, [`ImagePoints`](/vision.image.html#ImagePoints) will apply the transforms to the coordinates." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfms = get_transforms()\n", "_, axs = plt.subplots(2,4,figsize=(12,6))\n", "for ax in axs.flatten():\n", " img,pnts = get_pnt_ex()\n", " img = img.apply_tfms(tfms[0], size=224)\n", " pnts = pnts.apply_tfms(tfms[0], do_resolve=False, size=224)\n", " img.show(ax=ax, y=pnts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for the bounding box, the [`ImageBBox`](/vision.image.html#ImageBBox) will automatically update the coordinates of the two opposite corners in its data attribute." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tfms = get_transforms()\n", "_, axs = plt.subplots(2,4,figsize=(12,6))\n", "for ax in axs.flatten():\n", " img,bbox = get_bb_ex()\n", " img = img.apply_tfms(tfms[0], size=224)\n", " bbox = bbox.apply_tfms(tfms[0], do_resolve=False, size=224)\n", " img.show(ax=ax, y=bbox)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fastai internal pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What does a transform do?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, a data augmentation operation will randomly modify an image input. This operation can apply to pixels (when we modify the contrast or brightness for instance) or to coordinates (when we do a rotation, a zoom or a resize). The operations that apply to pixels can easily be coded in numpy/pytorch, directly on an array/tensor but the ones that modify the coordinates are a bit more tricky.\n", "\n", "They usually come in three steps: first we create a grid of coordinates for our picture: this is an array of size `h * w * 2` (`h` for height, `w` for width in the rest of this post) that contains in position i,j two floats representing the position of the pixel (i,j) in the picture. They could simply be the integers i and j, but since most transformations are centered with the center of the picture as origin, they’re usually rescaled to go from -1 to 1, (-1,-1) being the top left corner of the picture, (1,1) the bottom right corner (and (0,0) the center), and this can be seen as a regular grid of size h * w. Here is a what our grid would look like for a 5px by 5px image.\n", "\n", "\"Example\n", "\n", "Then, we apply the transformation to modify this grid of coordinates. For instance, if we want to apply an affine transformation (like a rotation) we will transform each of those vectors `x` of size 2 by `A @ x + b` at every position in the grid. This will give us the new coordinates, as seen here in the case of our previous grid.\n", "\n", "\"Example\n", "\n", "There are two problems that arise after the transformation: the first one is that the pixel values won’t fall exactly on the grid, and the other is that we can get values that get out of the grid (one of the coordinates is greater than 1 or lower than -1).\n", "\n", "To solve the first problem, we use an interpolation. If we forget the rescale for a minute and go back to coordinates being integers, the result of our transformation gives us float coordinates, and we need to decide, for each (i,j), which pixel value in the original picture we need to take. The most basic interpolation called nearest neighbor would just round the floats and take the nearest integers. If we think in terms of the grid of coordinates (going from -1 to 1), the result of our transformation gives a point that isn’t in the grid, and we replace it by its nearest neighbor in the grid.\n", "\n", "To be smarter, we can perform a [bilinear interpolation](https://en.wikipedia.org/wiki/Bilinear_interpolation). This takes an average of the values of the pixels corresponding to the four points in the grid surrounding the result of our transformation, with weights depending on how close we are to each of those points. This comes at a computational cost though, so this is where we have to be careful.\n", "\n", "As for the values that go out of the picture, we treat them by padding it either:\n", "- by adding zeros on the side, so the pixels that fall out will be black (zero padding)\n", "- by replacing them by the value at the border (border padding)\n", "- by mirroring the content of the picture on the other side (reflection padding)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Be smart and efficient" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usually, data augmentation libraries have separated the different operations. So for a resize, we’ll go through the three steps above, then if we do a random rotation, we’ll go again to do those steps, then for a zoom etc... The fastai library works differently in the sense that it will do all the transformations on the coordinates at the same time, so that we only do those three steps once, especially the last one (the interpolation) is the most heavy in computation.\n", "\n", "The first thing is that we can regroup all affine transforms in just one pass (because an affine transform composed by an affine transform is another affine transform). This is already done in some other libraries but we pushed it one step further. We integrated the resize, the crop and any non-affine transformation of the coordinates in the same process. Let’s dig in!\n", "\n", "- In step 1, when we create the grid, we use the new size we want for our image, so `new_h, new_w` (and not `h, w`). This takes care of the resize operation.\n", "- In step 2, we do only one affine transformation, by multiplying all the affine matrices of the transforms we want to do beforehand (those are 3 by 3 matrices, so it’s super fast). Then we apply to the coordinates any non-affine transformation we might want (jitter, perspective wrappin, etc) before...\n", "- Step 2.5: we crop (either center or randomly) the coordinates we want to keep. Cropping could have been done at any point, but by doing it just before the interpolation, we don’t compute pixel values that won’t be used at the end, gaining again a bit of efficiency\n", "- Finally step 3: the final interpolation. Afterward, we can apply on the picture all the tranforms that operate pixel-wise (brightness or contrast for instance) and we’re done with data augmentation.\n", "\n", "Note that the transforms operating on pixels are applied in two phases:\n", "- first the transforms that deal with lighting properties are applied to the logits of the pixels. We group them together so we only need to do the *conversion pixels -> logits -> pixels* transformation once.\n", "- then we apply the transforms that modify the pixel.\n", "\n", "This is why all transforms have an attribute (such as [`TfmAffine`](/vision.image.html#TfmAffine), [`TfmCoord`](/vision.image.html#TfmCoord), [`TfmCrop`](/vision.image.html#TfmCrop) or [`TfmPixel`](/vision.image.html#TfmPixel)) so that the fastai library can regroup them and apply them all together at the right step. In terms of implementation:\n", "\n", "- [`_affine_grid`](https://github.com/fastai/fastai/blob/master/fastai/vision/image.py#L532) is reponsible for creating the grid of coordinates\n", "- [`_affine_mult`](https://github.com/fastai/fastai/blob/master/fastai/vision/image.py#L542) is in charge of doing the affine multiplication on that grid\n", "- [`_grid_sample`](https://github.com/fastai/fastai/blob/master/fastai/vision/image.py#L519)is the function that is responsible for the interpolation step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Final result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TODO: add a comparison of speeds.\n", "\n", "Adding a new transformation doesn't impact performance much (since the costly steps are done only once). In contrast with other libraries with classic data augmentation implementations, augmentation usually result in a longer training time.\n", "\n", "In terms of final result, doing only one interpolation also gives a better result. If we stack several transforms and do an interpolation on each one, we approximate the true value of our coordinates in some way. This tends to blur the image a bit, which often negatively affects performance. By regrouping all the transformations together and only doing this step at the end, the image is often less blurry and the model often performs better.\n", "\n", "See how the same rotation then zoom done separately (so there are two interpolations):\n", "\n", "\"Image\n", "\n", "is blurrier than regrouping the transforms and doing just one interpolation:\n", "\n", "\"Image" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

`ResizeMethod`[test]

\n", "\n", "> Enum = [CROP, PAD, SQUISH, NO]\n", "\n", "
×

No tests found for ResizeMethod. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ResizeMethod, doc_string=False, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resize methods to transform an image to a given size:\n", "- crop: resize so that the image fits in the desired canvas on its smaller side and crop\n", "- pad: resize so that the image fits in the desired canvas on its bigger side and crop\n", "- squish: resize theimage by squishing it in the desired canvas\n", "- np: doesn't resize the image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transform classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The basic class that defines transformation in the fastai library is [`Transform`](/vision.image.html#Transform). " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class Transform[source][test]

\n", "\n", "> Transform(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***)\n", "\n", "
×

No tests found for Transform. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Create a [`Transform`](/vision.image.html#Transform) for `func` and assign it a priority `order`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Transform, title_level=3, \n", " alt_doc_string=\"Create a `Transform` for `func` and assign it a priority `order`.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class RandTransform[source][test]

\n", "\n", "> RandTransform(**`tfm`**:[`Transform`](/vision.image.html#Transform), **`kwargs`**:`dict`, **`p`**:`float`=***`1.0`***, **`resolved`**:`dict`=***``***, **`do_run`**:`bool`=***`True`***, **`is_random`**:`bool`=***`True`***)\n", "\n", "
×

No tests found for RandTransform. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Wrap [`Transform`](/vision.image.html#Transform) to add randomized execution. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(RandTransform, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each argument of `func` in kwargs is analyzed and if it has a type annotaiton that is a random function, this function will be called to pick a value for it. This value will be stored in the `resolved` dictionary. Following the same idea, `p` is the probability for func to be called and `do_run` will be set to True if it was the cause, False otherwise. Lastly, setting `is_random` to False allows to send specific values for each parameter. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

resolve[source][test]

\n", "\n", "> resolve()\n", "\n", "
×

No tests found for resolve. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Bind any random variables in the transform. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(RandTransform.resolve)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To handle internally the data augmentation as explained earlier, each [`Transform`](/vision.image.html#Transform) as a type, so that the fastai library can regoup them together efficiently. There are five types of [`Transform`](/vision.image.html#Transform) which all work as decorators for a deterministic function." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class TfmAffine[source][test]

\n", "\n", "> TfmAffine(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***) :: [`Transform`](/vision.image.html#Transform)\n", "\n", "
×

No tests found for TfmAffine. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Decorator for affine tfm funcs. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(TfmAffine, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`func` should return the 3 by 3 matrix representing the transform. The default `order` is 5 for such transforms." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class TfmCoord[source][test]

\n", "\n", "> TfmCoord(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***) :: [`Transform`](/vision.image.html#Transform)\n", "\n", "
×

No tests found for TfmCoord. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Decorator for coord tfm funcs. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(TfmCoord, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`func` should take two mandatory arguments: `c` (the flow of coordinate) and `img_size` (the size of the corresponding image) and return the modified flow of coordinates. The default `order` is 4 for such transforms." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class TfmLighting[source][test]

\n", "\n", "> TfmLighting(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***) :: [`Transform`](/vision.image.html#Transform)\n", "\n", "
×

No tests found for TfmLighting. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Decorator for lighting tfm funcs. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(TfmLighting, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`func` takes the logits of the pixel tensor and changes them. The default `order` is 8 for such transforms." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class TfmPixel[source][test]

\n", "\n", "> TfmPixel(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***) :: [`Transform`](/vision.image.html#Transform)\n", "\n", "
×

No tests found for TfmPixel. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Decorator for pixel tfm funcs. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(TfmPixel, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`func` takes the pixel tensor and modifies it. The default `order` is 10 for such transforms." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class TfmCrop[source][test]

\n", "\n", "> TfmCrop(**`func`**:`Callable`, **`order`**:`Optional`\\[`int`\\]=***`None`***) :: [`TfmPixel`](/vision.image.html#TfmPixel)\n", "\n", "
×

No tests found for TfmCrop. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Decorator for crop tfm funcs. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(TfmCrop, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a special case of [`TfmPixel`](/vision.image.html#TfmPixel) with `order` set to 99." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Internal funcitons of the Image classes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the [`Image`](/vision.image.html#Image) classes have the same internal functions that deal with data augmentation." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

affine[source][test]

\n", "\n", "> affine(**`func`**:`AffineFunc`, **\\*`args`**, **\\*\\*`kwargs`**) → `Image`\n", "\n", "
×

No tests found for affine. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image.affine_mat = image.affine_mat @ func()`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.affine)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

clone[source][test]

\n", "\n", "> clone()\n", "\n", "
×

No tests found for clone. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Mimic the behavior of torch.clone for [`Image`](/vision.image.html#Image) objects. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.clone)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

coord[source][test]

\n", "\n", "> coord(**`func`**:`Callable`\\[[`FlowField`](/vision.image.html#FlowField), `ArgStar`, `KWArgs`, `Tensor`\\], **\\*`args`**, **\\*\\*`kwargs`**) → `Image`\n", "\n", "
×

No tests found for coord. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image.flow = func(image.flow, image.size)`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.coord)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

lighting[source][test]

\n", "\n", "> lighting(**`func`**:`LightingFunc`, **\\*`args`**:`Any`, **\\*\\*`kwargs`**:`Any`)\n", "\n", "
×

No tests found for lighting. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image = sigmoid(func(logit(image)))`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.lighting)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

pixel[source][test]

\n", "\n", "> pixel(**`func`**:`LightingFunc`, **\\*`args`**, **\\*\\*`kwargs`**) → `Image`\n", "\n", "
×

No tests found for pixel. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image.px = func(image.px)`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.pixel)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

refresh[source][test]

\n", "\n", "> refresh()\n", "\n", "
×

No tests found for refresh. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Apply any logit, flow, or affine transfers that have been sent to the [`Image`](/vision.image.html#Image). " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.refresh)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

resize[source][test]

\n", "\n", "> resize(**`size`**:`Union`\\[`int`, `TensorImageSize`\\]) → `Image`\n", "\n", "
×

No tests found for resize. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Resize the image to `size`, size can be a single int. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.resize)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

save[source][test]

\n", "\n", "> save(**`fn`**:`PathOrStr`)\n", "\n", "
×

No tests found for save. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Save the image to `fn`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.save)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

class FlowField[source][test]

\n", "\n", "> FlowField(**`size`**:`Tuple`\\[`int`, `int`\\], **`flow`**:`Tensor`)\n", "\n", "
×

No tests found for FlowField. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Wrap together some coords `flow` with a `size`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(FlowField, title_level=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Undocumented Methods - Methods moved below this line will intentionally be hidden" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.crop_pad)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.contrast)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.brightness)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.flip_lr)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.pad)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

pixel[source][test]

\n", "\n", "> pixel(**`func`**:`LightingFunc`, **\\*`args`**, **\\*\\*`kwargs`**) → `Image`\n", "\n", "
×

No tests found for pixel. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image.px = func(image.px)`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.pixel)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.zoom)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.dihedral)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": false }, "outputs": [ { "data": { "text/markdown": [ "

refresh[source][test]

\n", "\n", "> refresh()\n", "\n", "
×

No tests found for refresh. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Apply any logit, flow, or affine transfers that have been sent to the [`Image`](/vision.image.html#Image). " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageSegment.refresh)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.jitter)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.squish)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.skew)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.perspective_warp)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.zoom_squish)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.crop)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.tilt)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.rotate)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

lighting[source][test]

\n", "\n", "> lighting(**`func`**:`LightingFunc`, **\\*`args`**:`Any`, **\\*\\*`kwargs`**:`Any`) → `Image`\n", "\n", "
×

No tests found for lighting. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image = sigmoid(func(logit(image)))`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageSegment.lighting)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.symmetric_warp)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.dihedral_affine)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

pixel[source][test]

\n", "\n", "> pixel(**`func`**:`LightingFunc`, **\\*`args`**, **\\*\\*`kwargs`**) → `ImagePoints`\n", "\n", "
×

No tests found for pixel. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `self = func_flow(self)`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.pixel)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

clone[source][test]

\n", "\n", "> clone() → `ImageBBox`\n", "\n", "
×

No tests found for clone. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Mimic the behavior of torch.clone for [`Image`](/vision.image.html#Image) objects. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageBBox.clone)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

refresh[source][test]

\n", "\n", "> refresh() → `ImagePoints`\n", "\n", "
×

No tests found for refresh. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Apply any logit, flow, or affine transfers that have been sent to the [`Image`](/vision.image.html#Image). " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.refresh)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

coord[source][test]

\n", "\n", "> coord(**`func`**:`Callable`\\[[`FlowField`](/vision.image.html#FlowField), `ArgStar`, `KWArgs`, `Tensor`\\], **\\*`args`**, **\\*\\*`kwargs`**) → `ImagePoints`\n", "\n", "
×

No tests found for coord. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Put `func` with `args` and `kwargs` in `self.flow_func` for later. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.coord)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

set_sample[source][test]

\n", "\n", "> set_sample(**\\*\\*`kwargs`**) → `ImageBase`\n", "\n", "
×

No tests found for set_sample. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Set parameters that control how we `grid_sample` the image after transforms are applied. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.set_sample)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

show[source][test]

\n", "\n", "> show(**`ax`**:`Axes`=***`None`***, **`figsize`**:`tuple`=***`(3, 3)`***, **`title`**:`Optional`\\[`str`\\]=***`None`***, **`hide_axis`**:`bool`=***`True`***, **`cmap`**:`str`=***`'tab20'`***, **`alpha`**:`float`=***`0.5`***, **\\*\\*`kwargs`**)\n", "\n", "
×

No tests found for show. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show the [`ImageSegment`](/vision.image.html#ImageSegment) on `ax`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageSegment.show)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

show[source][test]

\n", "\n", "> show(**`ax`**:`Axes`=***`None`***, **`figsize`**:`tuple`=***`(3, 3)`***, **`title`**:`Optional`\\[`str`\\]=***`None`***, **`hide_axis`**:`bool`=***`True`***, **\\*\\*`kwargs`**)\n", "\n", "
×

No tests found for show. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show the [`ImagePoints`](/vision.image.html#ImagePoints) on `ax`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.show)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

clone[source][test]

\n", "\n", "> clone()\n", "\n", "
×

No tests found for clone. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Mimic the behavior of torch.clone for [`ImagePoints`](/vision.image.html#ImagePoints) objects. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.clone)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

lighting[source][test]

\n", "\n", "> lighting(**`func`**:`LightingFunc`, **\\*`args`**:`Any`, **\\*\\*`kwargs`**:`Any`) → `ImagePoints`\n", "\n", "
×

No tests found for lighting. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Equivalent to `image = sigmoid(func(logit(image)))`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.lighting)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

calc[source][test]

\n", "\n", "> calc(**`x`**:[`Image`](/vision.image.html#Image), **\\*`args`**:`Any`, **\\*\\*`kwargs`**:`Any`) → [`Image`](/vision.image.html#Image)\n", "\n", "
×

No tests found for calc. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Apply to image `x`, wrapping it if necessary. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Transform.calc)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.flip_affine)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

show[source][test]

\n", "\n", "> show(**`y`**:[`Image`](/vision.image.html#Image)=***`None`***, **`ax`**:`Axes`=***`None`***, **`figsize`**:`tuple`=***`(3, 3)`***, **`title`**:`Optional`\\[`str`\\]=***`None`***, **`hide_axis`**:`bool`=***`True`***, **`color`**:`str`=***`'white'`***, **\\*\\*`kwargs`**)\n", "\n", "
×

No tests found for show. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Show the [`ImageBBox`](/vision.image.html#ImageBBox) on `ax`. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageBBox.show)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "

resize[source][test]

\n", "\n", "> resize(**`size`**:`Union`\\[`int`, `TensorImageSize`\\]) → `ImagePoints`\n", "\n", "
×

No tests found for resize. To contribute a test please refer to this guide and this discussion.

\n", "\n", "Resize the image to `size`, size can be a single int. " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImagePoints.resize)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Methods - Please document or move to the undocumented section" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

reconstruct[source][test]

\n", "\n", "> reconstruct(**`t`**:`Tensor`)\n", "\n", "
×

No tests found for reconstruct. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(ImageSegment.reconstruct)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/markdown": [ "

.\" class=\"doc_header\">[source]--pytest\" style=\"float:right; padding-right:10px\">[test]

\n", "\n", "> (**`x`**, **\\*`args`**, **\\*\\*`kwargs`**)\n", "\n", "
--pytest\">
--pytest\" class=\"close\" aria-label=\"Close\">×

No tests found for <lambda>. To contribute a test please refer to this guide and this discussion.

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_doc(Image.cutout)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "jekyll": { "keywords": "fastai", "summary": "Image class, variants and internal data augmentation pipeline", "title": "vision.image" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }