{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Copying Random States and Using Multiple Augmentation Sequences\n", "\n", "All other tutorials so far have assumed that only a single augmentation sequence is applied to all inputs. This tutorial explains how to use multiple augmentation sequences, and especially how to align the random number generation between these sequences. This is useful when augmenting images and heatmaps or segmentation maps on them. `imgaug` offers methods for heatmap and segmentation map augmentation, but these are geared towards ground truth data and will only apply geometry-affecting augmentations (e.g. gaussian noise or dropout are deactivated). If you do want to non-geometric augmentations, you will have to treat the heatmaps or segmentation maps as images and feed them through `augment_images()`, but then you might want to use augmenters and parameters that differ from the ones used for images, while still getting comparable results (e.g. crop amounts should match). This tutorial will show how to control the random number generation and thereby use multiple augmentation sequences with aligned randomness.\n", "\n", "## Loading Base Data\n", "\n", "The following example starts off with a standard scenario of having one image and a heatmap on it:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "image min: 0.00, max: 255.00\n", "heatmap min: 0.00, max: 1.00\n" ] } ], "source": [ "import numpy as np\n", "import imgaug as ia\n", "%matplotlib inline\n", "ia.seed(1)\n", "\n", "# load image + heatmap\n", "image = ia.quokka(size=0.2) # uint8 array\n", "heatmap = ia.quokka_heatmap(size=0.2) # HeatmapsOnImage object, contains a float array\n", "\n", "# show image + heatmap\n", "ia.imshow(np.hstack([image, heatmap.draw_on_image(image)[0]]))\n", "\n", "# print min/max of value ranges\n", "print(\"image min: %.2f, max: %.2f\" % (np.min(image), np.max(image)))\n", "print(\"heatmap min: %.2f, max: %.2f\" % (np.min(heatmap.get_arr()), np.max(heatmap.get_arr())))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Problem\n", "\n", "As you can see, the value ranges between the image (0 to 255) and heatmap (0.0 to 1.0) differ. Let's naively apply the same augmentation sequence to both image and heatmap, using both times `augment_image()`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image min: 0.00, max: 255.00\n", "heatmap min: -73.92, max: 83.44\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import imgaug.augmenters as iaa\n", "\n", "# our augmentation sequence: affine rotation, dropout, gaussian noise\n", "augs = iaa.Sequential([\n", " iaa.Affine(rotate=(-45, 45)),\n", " iaa.Dropout(0.2),\n", " iaa.AdditiveGaussianNoise(scale=20)\n", "])\n", "\n", "# apply to image + heatmap\n", "augs_det = augs.to_deterministic()\n", "image_aug = augs_det(image=image)\n", "heatmap_aug = augs_det(image=heatmap.get_arr())\n", "\n", "# print min/max of value ranges\n", "print(\"image min: %.2f, max: %.2f\" % (np.min(image_aug), np.max(image_aug)))\n", "print(\"heatmap min: %.2f, max: %.2f\" % (np.min(heatmap_aug), np.max(heatmap_aug)))\n", "\n", "# show results\n", "ia.imshow(np.hstack([\n", " image_aug,\n", " ia.HeatmapsOnImage(\n", " np.clip(heatmap_aug, 0.0, 1.0),\n", " shape=image_aug.shape\n", " ).draw_on_image(image_aug)[0]\n", "]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manually Changing Parameter Values\n", "\n", "The heatmap's value range is now very different compared to before. It changed from `[0.0, 1.0]` to `[-73.75, 77.37]`. This was caused here by `AdditiveGaussianNoise`, which sampled from a gaussian distribution following `N(0, 20)`. Such a large variance is aedequate for images, but not for heatmaps. The example below shows one way to fix this. We first copy the image-specific augmentation sequence to one for heatmaps. Then -- only in the heatmap-specific sequence -- we wrap the scale argument of `AdditiveGaussianNoise` in a `Multiply(..., 0.001)`, which decreases any sampled scale value by a factor of 1000.\n", "(As the scale in the image-specific sequence was defined as a deterministic value of always `20`, we could also assign `iap.Deterministic(0.02)` and would have exactly the same outcome.)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image min: 0.00, max: 255.00\n", "heatmap min: -0.07, max: 1.06\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import imgaug.parameters as iap\n", "\n", "# Ensure that all augmenters in 'augs' use their own random number generators,\n", "# instead of using a global (shared) random number generator.\n", "augs = augs.localize_random_state(recursive=True)\n", "\n", "# Now copy augs to create an augmentation sequence for heatmaps.\n", "# This also copies all random number generators, which means that the\n", "# augmenters will sample the same random numbers.\n", "augs_heatmap = augs.deepcopy()\n", "\n", "# Reduce the scale for heatmaps to `0.001 * scale_for_images`.\n", "# Here, this is the same as\n", "# augs_heatmap[2].value.scale.value = iap.Deterministic(0.2)\n", "# because the scale was defined above as scale=20 and hence was a deterministic value.\n", "# Note that it would be .value.scale.value and not just .scale, because AdditiveGaussianNoise\n", "# returns an instance of AddElementwise, which adds values sampled from .value to images,\n", "# where .value is a gaussian distribution with .value.scale.value.\n", "augs_heatmap[2].value = iap.Multiply(augs_heatmap[2].value, 0.001)\n", "\n", "# Augment images and heatmaps.\n", "# We can skip here calling to_deterministic(), as both sequences\n", "# already use the exactly same random number generators.\n", "image_aug = augs(image=image)\n", "heatmap_aug = augs_heatmap(image=heatmap.get_arr())\n", "print(\"image min: %.2f, max: %.2f\" % (np.min(image_aug), np.max(image_aug)))\n", "print(\"heatmap min: %.2f, max: %.2f\" % (np.min(heatmap_aug), np.max(heatmap_aug)))\n", "\n", "ia.imshow(np.hstack([\n", " image_aug,\n", " ia.HeatmapsOnImage(\n", " np.clip(heatmap_aug, 0.0, 1.0),\n", " shape=image_aug.shape\n", " ).draw_on_image(image_aug)[0]\n", "]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the value range of the augmented heatmaps is now much more appropriate. It is slightly outside the desired value range of `[0.0, 1.0]`, but that can be handled after augmentation by clipping.\n", "\n", "## Using copy_random_state()\n", "\n", "The above schema still has a noteworthy disadvantage: You would have to find out how exactly the parameters to replace are saved and how to replace their values. An easier solution is however available, which is based on instantiating two sequences in the standard way with slightly different parameters, and then copying the randomness from one sequence to the other one. The only requirement for a successful copy is to assign a unique name to each augmenter. Make sure that the names match between the two sequences so that the same augmenter gets the same name. Then copy once the random states from one sequence to the other and you are good to go. Example:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image min: 0.00, max: 255.00\n", "heatmap min: -0.07, max: 1.06\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create image-specific augmentation sequence.\n", "# Give each augmenter its own name.\n", "sequence_images = iaa.Sequential([\n", " iaa.Affine(rotate=(-45, 45), name=\"affine\"),\n", " iaa.Dropout(0.2, name=\"dropout\"),\n", " iaa.AdditiveGaussianNoise(scale=20, name=\"gauss-noise\")\n", "])\n", "\n", "# Create heatmap-specific augmentation sequence.\n", "# Make sure that the names are the same for augmenters that are supposed to be aligned!\n", "# Note how the scale of AdditiveGaussianNoise is much lower than in the image-specific sequence.\n", "sequence_heatmaps = iaa.Sequential([\n", " iaa.Affine(rotate=(-45, 45), name=\"affine\"),\n", " iaa.Dropout(0.2, name=\"dropout\"),\n", " iaa.AdditiveGaussianNoise(scale=0.02, name=\"gauss-noise\") # different!\n", "])\n", "\n", "# Copy once the random states between the sequences by name.\n", "# As before, first make sure that the source augmentation sequence\n", "# uses its own random states instead of global (shared) random states.\n", "# Now both sequences will follow the same sampling behaviour.\n", "sequence_images = sequence_images.localize_random_state(recursive=True)\n", "sequence_heatmaps_det = sequence_heatmaps.copy_random_state(sequence_images, matching=\"name\")\n", "\n", "# We can skip deterministic mode again, because both sequences have the same\n", "# random states anyways.\n", "image_aug = sequence_images(image=image)\n", "heatmap_aug = sequence_heatmaps(image=heatmap.get_arr())\n", "print(\"image min: %.2f, max: %.2f\" % (np.min(image_aug), np.max(image_aug)))\n", "print(\"heatmap min: %.2f, max: %.2f\" % (np.min(heatmap_aug), np.max(heatmap_aug)))\n", "\n", "ia.imshow(np.hstack([\n", " image_aug,\n", " ia.HeatmapsOnImage(\n", " np.clip(heatmap_aug, 0.0, 1.0),\n", " shape=image_aug.shape\n", " ).draw_on_image(image_aug)[0]\n", "]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Seeds\n", "\n", "You may wonder: If we just want the augmenters in both sequences to use similar random states, can we maybe define these random states already when instantiating these augmenters? Then we could make sure that the same augmenters get the same random states. And yes, that is possible. Every augmenter has a `random_state` argument. You can use this argument to provide a `numpy.random.RandomState` instance or simply a seed value. This makes it almost trivial to align the two sequences, as the example below shows. Note that this time we not only change the value ranges between the augmentation sequences, but also add different augmenters to both of them. This does not affect the assigned random states of the remaining augmenters. Keep in mind though that here we can only use different positions of the augmenters between the sequences, because we did not activate `random_order` in `Sequential`. Otherwise we would get mismatches, as the second augmenter in the image-sequence sequence differs from the second in the heatmap-sequence." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image min: 0.00, max: 255.00\n", "heatmap min: -0.08, max: 1.04\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ia.seed(1) # to make Snowflakes reproducible\n", "\n", "# Image-specific sequence.\n", "sequence_images = iaa.Sequential([\n", " iaa.Affine(rotate=(-45, 45), random_state=1),\n", " iaa.Snowflakes(), # added!\n", " iaa.Dropout(0.2, random_state=2),\n", " iaa.AdditiveGaussianNoise(scale=20, random_state=3)\n", "], random_state=4)\n", "\n", "# Heatmap-specific sequence.\n", "# Make sure to use the same random state seeds as above.\n", "sequence_heatmaps = iaa.Sequential([\n", " iaa.Affine(rotate=(-45, 45), random_state=1),\n", " iaa.Dropout(0.2, random_state=2),\n", " iaa.CoarseDropout(0.2, size_px=4, random_state=100), # added!\n", " iaa.AdditiveGaussianNoise(scale=0.02, random_state=3)\n", "], random_state=4)\n", "\n", "# We can skip deterministic mode again, because both sequences have the same\n", "# random states anyways.\n", "image_aug = sequence_images(image=image)\n", "heatmap_aug = sequence_heatmaps(image=heatmap.get_arr())\n", "print(\"image min: %.2f, max: %.2f\" % (np.min(image_aug), np.max(image_aug)))\n", "print(\"heatmap min: %.2f, max: %.2f\" % (np.min(heatmap_aug), np.max(heatmap_aug)))\n", "\n", "ia.imshow(np.hstack([\n", " image_aug,\n", " ia.HeatmapsOnImage(\n", " np.clip(heatmap_aug, 0.0, 1.0),\n", " shape=image_aug.shape\n", " ).draw_on_image(image_aug)[0]\n", "]))" ] } ], "metadata": { "kernelspec": { "display_name": "Python (imgaug37)", "language": "python", "name": "imgaug37" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }