{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 图像数据加载与增强\n", "\n", "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.8/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/r1.8/tutorials/zh_cn/advanced/dataset/mindspore_augment_image_data.ipynb) \n", "[![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.8/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/r1.8/tutorials/zh_cn/advanced/dataset/mindspore_augment_image_data.py) \n", "[![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.8/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/r1.8/tutorials/source_zh_cn/advanced/dataset/augment_image_data.ipynb)\n", "\n", "在计算机视觉任务中,数据量过小、样本场景单一等问题都会影响模型的训练效果,用户可以通过数据增强操作对图像进行预处理,从而提升模型的泛化性。\n", "\n", "MindSpore提供了`vision`模块用于执行图像数据增强操作。\n", "\n", "以下章节将以CIFAR-10数据集和MNIST数据集为例,简要介绍这两种图像数据的加载方式和一些常用图像数据增强操作的使用方法。更多图像数据集的加载方式,可参考API文档[mindspore.dataset](https://www.mindspore.cn/docs/zh-CN/r1.8/api_python/mindspore.dataset.html#视觉)。更多图像数据增强操作,可参考API文档[mindspore.dataset.vision](https://www.mindspore.cn/docs/zh-CN/r1.8/api_python/mindspore.dataset.vision.html)。\n", "\n", "## 加载图像数据\n", "\n", "1. 以下示例代码分别将CIFAR-10数据集和MNIST数据集下载并解压到指定位置,网络状况良好的情况下此段代码预计需执行三至五分钟。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "from mindvision.dataset import DownLoad\n", "\n", "dl_path_cifar10 = \"./datasets\"\n", "dl_url_cifar10 = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/cifar-10-binary.tar.gz\"\n", "\n", "dl = DownLoad()\n", "\n", "# 下载CIFAR-10数据集并解压\n", "dl.download_and_extract_archive(url=dl_url_cifar10, download_path=dl_path_cifar10)\n", "\n", "# MNIST数据集保存路径\n", "dl_path_mnist = \"./mnist\"\n", "dl_url_mnist_labels = \"http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\"\n", "dl_url_mnist_images = \"http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\"\n", "\n", "# 下载MNIST数据集并解压\n", "dl.download_and_extract_archive(url=dl_url_mnist_labels, download_path=dl_path_mnist)\n", "dl.download_and_extract_archive(url=dl_url_mnist_images, download_path=dl_path_mnist)\n", "\n", "image_gz = \"./mnist/train-images-idx3-ubyte.gz\"\n", "label_gz = \"./mnist/train-labels-idx1-ubyte.gz\"\n", "\n", "# 删除压缩文件\n", "if os.path.exists(image_gz):\n", " os.remove(image_gz)\n", "if os.path.exists(label_gz):\n", " os.remove(label_gz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. 使用[mindspore.dataset.Cifar10Dataset](https://www.mindspore.cn/docs/zh-CN/r1.8/api_python/dataset/mindspore.dataset.Cifar10Dataset.html#mindspore.dataset.Cifar10Dataset)接口加载CIFAR-10数据集,使用[mindspore.dataset.MnistDataset](https://www.mindspore.cn/docs/zh-CN/r1.8/api_python/dataset/mindspore.dataset.MnistDataset.html#mindspore.dataset.MnistDataset)接口加载MNIST数据集。示例代码如下:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CIFAR-10 shape: (32, 32, 3) label: 9\n", "CIFAR-10 shape: (32, 32, 3) label: 2\n", "CIFAR-10 shape: (32, 32, 3) label: 0\n", "CIFAR-10 shape: (32, 32, 3) label: 8\n", "MNIST shape: (28, 28, 1) label: 7\n", "MNIST shape: (28, 28, 1) label: 2\n", "MNIST shape: (28, 28, 1) label: 4\n", "MNIST shape: (28, 28, 1) label: 4\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import mindspore.dataset as ds\n", "%matplotlib inline\n", "\n", "DATA_DIR_MNIST = \"./mnist/\"\n", "DATA_DIR_CIFAR10 = \"./datasets/cifar-10-batches-bin/\"\n", "\n", "ds.config.set_seed(1)\n", "\n", "# 加载数据集,选取4张图片\n", "dataset_cifar10 = ds.Cifar10Dataset(DATA_DIR_CIFAR10, num_samples=4)\n", "dataset_mnist = ds.MnistDataset(DATA_DIR_MNIST, num_samples=4)\n", "\n", "def printDataset(dataset_list, name_list):\n", " \"\"\"显示数据集\"\"\"\n", " dataset_sizes = []\n", " for dataset in dataset_list:\n", " dataset_sizes.append(dataset.get_dataset_size())\n", " row = len(dataset_list) # 画布行数\n", " column = max(dataset_sizes) # 画布列数\n", " pos = 1\n", " for i in range(row):\n", " for data in dataset_list[i].create_dict_iterator(output_numpy=True):\n", " plt.subplot(row, column, pos) # 显示位置\n", " plt.imshow(data['image'].squeeze(), cmap=plt.cm.gray) # 显示内容\n", " plt.title(data['label']) # 显示标题\n", " print(name_list[i], \" shape:\", data['image'].shape, \"label:\", data['label'])\n", " pos = pos + 1\n", " pos = column * (i + 1) + 1\n", "\n", "printDataset([dataset_cifar10, dataset_mnist], [\"CIFAR-10\", \"MNIST\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## mindspore.dataset.vision模块\n", "\n", "`vision`模块支持一系列图像数据增强操作。其中部分操作基于C++版OpenCV实现以获得更好的性能;另一些操作则基于Python的PIL库开发。\n", "\n", "为了显式使用OpenCV版实现,请使用`Decode(to_pil=False)`操作对图像进行解码,则后续操作都将选择OpenCV版实现(如果存在)。为了在数据处理管道中显式切换到PIL版实现,请先使用`ToPIL()`转换,再进行后续的操作。\n", "\n", "为了显式使用PIL版实现,请使用`Decode(to_pil=True)`操作对图像进行解码,则后续操作将选择PIL版实现(如果存在)。为了在数据处理管道中显式切换到OpenCV版实现,请先使用`ToNumpy()`转换,再进行后续的操作。\n", "\n", "以下章节使用部分图像增强操作作为简单的示例。\n", "\n", "### RandomCrop\n", "\n", "`RandomCrop`操作对输入图像进行在随机位置的裁剪。\n", "\n", "参数说明:\n", "\n", "- `size`:裁剪图像的尺寸。\n", "\n", "- `padding`:填充的像素数量。\n", "\n", "- `pad_if_needed`:原图小于裁剪尺寸时,是否需要填充。\n", "\n", "- `fill_value`:在常量填充模式时使用的填充值。\n", "\n", "- `padding_mode`:填充模式。\n", "\n", "下面的样例首先使用顺序采样器加载CIFAR-10数据集,然后对已加载的图片进行长宽均为10的随机裁剪,最后输出裁剪前后的图片形状及对应标签,并对图片进行了展示。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source image shape: (32, 32, 3) label: 6\n", "Source image shape: (32, 32, 3) label: 9\n", "Source image shape: (32, 32, 3) label: 9\n", "Cropped image shape: (10, 10, 3) label: 6\n", "Cropped image shape: (10, 10, 3) label: 9\n", "Cropped image shape: (10, 10, 3) label: 9\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import mindspore.dataset as ds\n", "import mindspore.dataset.vision as vision\n", "\n", "ds.config.set_seed(1)\n", "\n", "# CIFAR-10数据集加载路径\n", "DATA_DIR = \"./datasets/cifar-10-batches-bin/\"\n", "\n", "# 使用SequentialSampler采样器选取3张图片\n", "sampler = ds.SequentialSampler(num_samples=3)\n", "dataset1 = ds.Cifar10Dataset(DATA_DIR, sampler=sampler)\n", "\n", "# 使用RandomCrop对原图进行10*10随机裁剪操作\n", "random_crop = vision.RandomCrop([10, 10])\n", "dataset2 = dataset1.map(operations=random_crop, input_columns=[\"image\"])\n", "\n", "printDataset([dataset1, dataset2], [\"Source image\", \"Cropped image\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的打印和图片显示结果可以看出,图片随机裁剪前后,标签不变,形状发生了变化。裁剪前的图片分辨率为32×32,裁剪后为10×10。\n", "\n", "### RandomHorizontalFlip\n", "\n", "`RandomHorizontalFlip`操作对输入图像进行随机水平翻转。\n", "\n", "参数说明:\n", "\n", "- `prob`: 单张图片发生翻转的概率。\n", "\n", "下面的样例首先使用随机采样器加载CIFAR-10数据集,然后对已加载的图片进行概率为0.8的随机水平翻转,最后输出翻转前后的图片形状及对应标签,并对图片进行了展示。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source image shape: (32, 32, 3) label: 7\n", "Source image shape: (32, 32, 3) label: 8\n", "Source image shape: (32, 32, 3) label: 2\n", "Source image shape: (32, 32, 3) label: 9\n", "Flipped image shape: (32, 32, 3) label: 7\n", "Flipped image shape: (32, 32, 3) label: 8\n", "Flipped image shape: (32, 32, 3) label: 2\n", "Flipped image shape: (32, 32, 3) label: 9\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import mindspore.dataset as ds\n", "import mindspore.dataset.vision as vision\n", "\n", "ds.config.set_seed(1)\n", "\n", "# CIFAR-10数据集加载路径\n", "DATA_DIR = \"./datasets/cifar-10-batches-bin/\"\n", "\n", "# 使用RandomSampler采样器随机选取4张图片\n", "sampler = ds.RandomSampler(num_samples=4)\n", "dataset1 = ds.Cifar10Dataset(DATA_DIR, sampler=sampler)\n", "\n", "# 使用RandomHorizontalFlip对原图进行随机水平翻转\n", "random_horizontal_flip = vision.RandomHorizontalFlip(prob=0.8)\n", "dataset2 = dataset1.map(operations=random_horizontal_flip, input_columns=[\"image\"])\n", "\n", "printDataset([dataset1, dataset2], [\"Source image\", \"Flipped image\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的打印和图片显示结果可以看出,经过随机水平翻转操作后,图像的形状、标签均未发生变化,部分图片被水平翻转。\n", "\n", "### Resize\n", "\n", "`Resize`操作对输入图像进行缩放。\n", "\n", "参数说明:\n", "\n", "- `size`:缩放的目标大小。\n", "- `interpolation`:缩放时采用的插值方式。\n", "\n", "下面的样例首先加载[MNIST数据集[2]](#参考文献),然后将已加载的图片缩放至(101, 101)大小,最后输出缩放前后的图片形状及对应标签,并对图片进行了展示。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source image shape: (28, 28, 1) label: 5\n", "Source image shape: (28, 28, 1) label: 0\n", "Source image shape: (28, 28, 1) label: 4\n", "Source image shape: (28, 28, 1) label: 1\n", "Resized image shape: (101, 101, 1) label: 5\n", "Resized image shape: (101, 101, 1) label: 0\n", "Resized image shape: (101, 101, 1) label: 4\n", "Resized image shape: (101, 101, 1) label: 1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import mindspore.dataset as ds\n", "import mindspore.dataset.vision as vision\n", "\n", "# MNIST数据集加载路径\n", "DATA_DIR = \"./mnist/\"\n", "\n", "# 加载MNIST数据集,选取4张图片\n", "dataset1 = ds.MnistDataset(DATA_DIR, num_samples=4, shuffle=False)\n", "\n", "# 使用Resize操作对图像进行101×101缩放\n", "resize = vision.Resize(size=[101, 101])\n", "dataset2 = dataset1.map(operations=resize, input_columns=[\"image\"])\n", "\n", "printDataset([dataset1, dataset2], [\"Source image\", \"Resized image\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的打印和图片显示结果可以看出,缩放前后,图片的形状发生了变化,标签未变。缩放前图片分辨率为28×28,缩放后,图片分辨率为101×101。\n", "\n", "### Invert\n", "\n", "`Invert`操作对输入图像进行反相处理。\n", "\n", "下面的样例首先加载CIFAR-10数据集,然后定义反相操作并作用于已加载的图片,最后输出反相前后的图片形状和标签,并对图片进行展示。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source image shape: (32, 32, 3) label: 8\n", "Source image shape: (32, 32, 3) label: 1\n", "Source image shape: (32, 32, 3) label: 9\n", "Source image shape: (32, 32, 3) label: 7\n", "Inverted image shape: (32, 32, 3) label: 8\n", "Inverted image shape: (32, 32, 3) label: 1\n", "Inverted image shape: (32, 32, 3) label: 9\n", "Inverted image shape: (32, 32, 3) label: 7\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import mindspore.dataset as ds\n", "import mindspore.dataset.vision as vision\n", "\n", "ds.config.set_seed(18)\n", "\n", "# CIFAR-10数据集加载路径\n", "DATA_DIR = \"./datasets/cifar-10-batches-bin/\"\n", "\n", "# 加载CIFAR-10数据集,选取4张图片\n", "dataset1 = ds.Cifar10Dataset(DATA_DIR, num_samples=4, shuffle=True)\n", "\n", "# 对图片进行反相操作\n", "invert = vision.Invert()\n", "dataset2 = dataset1.map(operations=invert, input_columns=[\"image\"])\n", "\n", "printDataset([dataset1, dataset2], [\"Source image\", \"Inverted image\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的打印和图片显示结果可以看出,反相操作前后,图片的形状和标签未变,颜色发生了变化。\n", "\n", "## 已废弃`c_transforms`和`py_transforms`模块\n", "\n", "从MindSpore 1.8版本开始,以下图像数据增强模块将被废弃:\n", "\n", "- mindspore.dataset.vision.c_transforms\n", "\n", "- mindspore.dataset.vision.py_transforms\n", "\n", "用户应使用以下统一后的模块,其下接口的底层实现可能同时包含C++版OpenCV和Python版PIL,或只有其中之一:\n", "\n", "- [mindspore.dataset.vision](https://www.mindspore.cn/docs/zh-CN/r1.8/api_python/mindspore.dataset.vision.html)\n", "\n", "### 注意事项\n", "\n", "当从已废弃的`c_transforms`或`py_transforms`模块迁移代码至统一后的模块时,其使用方法和原来的`c_transforms`或`py_transforms`模块完全相同,无需更改接口名或入参。\n", "\n", "但下列情况除外:\n", "\n", "从`mindspore.dataset.vision.py_transforms`迁移至`mindspore.dataset.vision`:\n", "\n", "- 原本的`Decode()`接口新增入参`to_pil=True`为`Decode(to_pil=True)`\n", "\n", "- 原本的`Cutout(...)`接口统一接口名并新增入参`is_hwc=False`为`CutOut(..., is_hwc=False)`\n", "\n", "- 原本的`Normalize(...)`接口新增入参`is_hwc=False`为`Normalize(..., is_hwc=False)`\n", "\n", "- 原本的`NormalizePad(...)`接口新增入参`is_hwc=False`为`NormalizePad(..., is_hwc=False)`\n", "\n", "从`mindspore.dataset.vision.py_transforms`或`mindspore.dataset.vision.c_transforms`迁移至`mindspore.dataset.vision`:\n", "\n", "- 原本的`RgbToBgr`接口统一接口名为`ConvertColor`\n", "\n", "从`mindspore.dataset.vision.py_transforms`:\n", "\n", "- 原本的`ToType`接口统一接口名为`TypeCast`并移至`mindspore.dataset.transforms`\n", "\n", "> 需要注意的是,当接口运行抛错时,已废弃接口的错误信息可能与统一后接口的错误信息不同。\n", "\n", "## 参考文献\n", "\n", "[1] Alex Krizhevsky. [Learning_Multiple Layers of Features from Tiny Images](http://www.cs.toronto.edu/~kriz/learning-features-2009-TR.pdf).\n", "\n", "[2] Y. LeCun, L. Bottou, Y. Bengio, and P. Haffner. [Gradient-based learning applied to document recognition](http://yann.lecun.com/exdb/publis/pdf/lecun-98.pdf)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> 本章节中的示例代码依赖第三方支持包`matplotlib`,可使用命令`pip install matplotlib`安装。如本文档以Notebook运行时,完成安装后需要重启kernel才能执行后续代码。" ] } ], "metadata": { "kernelspec": { "display_name": "MindSpore", "language": "python", "name": "mindspore" }, "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": 4 }