{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 图像数据加载与增强\n", "\n", "[![在线运行](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/resource/_static/logo_modelarts.png)](https://authoring-modelarts-cnnorth4.huaweicloud.com/console/lab?share-url-b64=aHR0cHM6Ly9vYnMuZHVhbHN0YWNrLmNuLW5vcnRoLTQubXlodWF3ZWljbG91ZC5jb20vbWluZHNwb3JlLXdlYnNpdGUvbm90ZWJvb2svcjEuNy90dXRvcmlhbHMvemhfY24vYWR2YW5jZWQvZGF0YXNldC9taW5kc3BvcmVfZW5oYW5jZWRfaW1hZ2VfZGF0YS5pcHluYg==&imageid=9d63f4d1-dc09-4873-b669-3483cea777c0) [![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/r1.7/tutorials/zh_cn/advanced/dataset/mindspore_enhanced_image_data.ipynb) \n", "[![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/r1.7/tutorials/zh_cn/advanced/dataset/mindspore_enhanced_image_data.py) \n", "[![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/r1.7/tutorials/source_zh_cn/advanced/dataset/enhanced_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。MindSpore提供了`c_transforms`模块和`py_transforms`模块供用户进行多种数据增强操作,二者的区别如下,用户也可以自定义函数或者算子进行数据增强。\n", "\n", "- `c_transforms`:基于C++的OpenCV实现,提供了多种图像增强功能,具有较高的性能;\n", "\n", "- `py_transforms`:基于Python的PIL实现,提供了多种图像增强功能,并提供了PIL Image和NumPy数组之间的传输方法。\n", "\n", "下面将以CIFAR-10数据集和MNIST数据集为例,简要介绍这两种图像数据加载的方式和几种常用的`c_transforms`模块和`py_transforms`模块数据增强算子的使用方法,更多图像类型的数据集加载方式可参考[API文档](https://www.mindspore.cn/docs/zh-CN/r1.7/api_python/mindspore.dataset.html#图),更多图像数据增强算子相关信息可参考[API文档](https://www.mindspore.cn/docs/zh-CN/r1.7/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/r1.7/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/r1.7/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: 4\n", "CIFAR-10 shape: (32, 32, 3) label: 5\n", "CIFAR-10 shape: (32, 32, 3) label: 7\n", "CIFAR-10 shape: (32, 32, 3) label: 2\n", "MNIST shape: (28, 28, 1) label: 0\n", "MNIST shape: (28, 28, 1) label: 3\n", "MNIST shape: (28, 28, 1) label: 8\n", "MNIST shape: (28, 28, 1) 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", "%matplotlib inline\n", "\n", "DATA_DIR_MNIST = \"./mnist/\"\n", "DATA_DIR_CIFAR10 = \"./datasets/cifar-10-batches-bin/\"\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": [ "## c_transforms模块\n", "\n", "`c_transforms`是基于C++的OpenCV实现,提供了多种图像增强功能,具有较高的性能。\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.c_transforms as c_trans\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 = c_trans.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.c_transforms as c_trans\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 = c_trans.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.c_transforms as c_trans\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 = c_trans.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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\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.c_transforms as c_trans\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 = c_trans.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", "## py_transforms模块\n", "\n", "### Compose\n", "\n", "`Compose`操作接收一个`transforms`列表,将列表中的数据增强操作依次作用于数据集图片。\n", "\n", "下面的样例首先加载[CIFAR-10数据集[1]](#参考文献),然后同时定义解码、缩放和数据类型转换操作,并作用于已加载的图片,最后输出处理后的图片形状及对应标签,并对图片进行展示。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transformed image Shape: (3, 200, 200) , Transformed label: 4\n", "Transformed image Shape: (3, 200, 200) , Transformed label: 9\n", "Transformed image Shape: (3, 200, 200) , Transformed label: 6\n", "Transformed image Shape: (3, 200, 200) , Transformed label: 5\n", "Transformed image Shape: (3, 200, 200) , Transformed label: 7\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.py_transforms as py_trans\n", "from mindspore.dataset.transforms.py_transforms import Compose\n", "from PIL import Image\n", "%matplotlib inline\n", "\n", "ds.config.set_seed(8)\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5张图片\n", "dataset1 = ds.Cifar10Dataset(DATA_DIR, num_samples=5, shuffle=True)\n", "\n", "def decode(image):\n", " \"\"\"定义解码函数\"\"\"\n", " return Image.fromarray(image)\n", "\n", "# 定义transforms列表\n", "transforms_list = [\n", " decode,\n", " py_trans.Resize(size=(200, 200)),\n", " py_trans.ToTensor()\n", "]\n", "\n", "# 通过Compose操作将transforms列表中函数作用于数据集图片\n", "compose_trans = Compose(transforms_list)\n", "dataset2 = dataset1.map(operations=compose_trans, input_columns=[\"image\"])\n", "\n", "# 打印数据增强操作后图片的形状、标签\n", "image_list, label_list = [], []\n", "for data in dataset2.create_dict_iterator():\n", " image_list.append(data['image'])\n", " label_list.append(data['label'])\n", " print(\"Transformed image Shape:\", data['image'].shape, \", Transformed label:\", data['label'])\n", "\n", "num_samples = len(image_list)\n", "for i in range(num_samples):\n", " plt.subplot(1, len(image_list), i + 1)\n", " plt.imshow(image_list[i].asnumpy().transpose(1, 2, 0))\n", " plt.title(label_list[i].asnumpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的打印和图片显示结果可以看出,经过transforms列表中的数据增强操作后,图片标签未变,形状发生了变化,分辨率缩放为200×200。\n", "\n", "## 注意事项\n", "\n", "在数据管道处理模式中,请谨慎混用`c_transforms`与`py_transforms`,因为两者在数据的计算管道(即Pipeline)中运行的方式存在差异。\n", "\n", "混用会引发C++与Python切换的成本,从而降低处理性能,因此建议尽量不要过度混用两个模块的算子。\n", "\n", "> 注:Eager模式混用`c_transforms`与`py_transforms`不受运行方式差异影响\n", "\n", "### 推荐的使用方式\n", "\n", "1. 优先推荐单独使用`py_transform`或`c_transform`。如下图所示,不存在Python层和C++层切换使用的情况。\n", "\n", " ![tranform-c-py1](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/tutorials/source_zh_cn/advanced/dataset/images/transform_recommended_1.png)\n", "\n", "2. 先使用`py_transform`,再使用`c_transform`。如下图所示,先完成Python层的操作后,再完成C++层的操作。\n", "\n", " ![tranform-c-py2](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/tutorials/source_zh_cn/advanced/dataset/images/transform_recommended_2.png)\n", "\n", "3. 先使用`c_transform`,再使用`py_transform`。如下图所示,先完成C++层的操作后,再完成Python层的操作。\n", "\n", " ![tranform-c-py3](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/tutorials/source_zh_cn/advanced/dataset/images/transform_recommended_3.png)\n", "\n", "### 不推荐的使用方式\n", "\n", "在两种transform之间频繁切换。如下图所示,这种在Python层和C++层来回切换的使用方式是极不推荐的。\n", "\n", "![tranform-c-py4](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/r1.7/tutorials/source_zh_cn/advanced/dataset/images/transform_not_recommended.png)\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 }