{ "cells": [ { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": true }, "source": [ "# 1. 图像的矩阵表示" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1. 图像的创建与输出" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV:\n", " - C++ : cv::Mat\n", " - Python: numpy.ndarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 图像的矩阵表示" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\nretval = cv.imread(filename[, flags])\\n flags: \\n |- MREAD_COLOR 读取的任何图像都转换为3通道\\n |- 其他的flags设置参考OpenCV官方文档\\n'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import cv2\n", "\n", "# 图像 既 矩阵\n", "img_py = [[[0, 255, 0, 120] for i in range(255)] for j in range(255)]\n", "img_np = np.array(img_py)\n", "cv2.imwrite(\"1.png\", img_np)\n", "\n", "\"\"\"\n", "retval = cv.imread(filename[, flags])\n", " flags: \n", " |- MREAD_COLOR 读取的任何图像都转换为3通道\n", " |- 其他的flags设置参考OpenCV官方文档\n", "\"\"\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV的图像的格式:\n", " - `BGR[A]`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Qt的图像(Window)\n", " - `RGB[A]`\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. 读取已知图像" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1080, 1920, 3)\n" ] } ], "source": [ "import cv2\n", "\n", "img = cv2.imread(\"gpu.bmp\")\n", "print(img.shape)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2. 图像的输出" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 直接输出为文件" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", " retval = cv.imwrite(filename, img[, params])\n", " |- params :(paramId_1, paramValue_1, paramId_2, paramValue_2, ... .)\n", " |- 其中的paramId_1参考官方文档,指定不同文件格式的处理方式。\n", " |- 一般不用设置参数,默认使用扩展名判定处理方式;\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. OpenCV提供的可视化输出" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV提供一套高级封装的API实现图像GUI:\n", " - `void cv::imshow (const String &winname, InputArray mat)`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", " import cv2\n", " img = cv2.imread(\"imgs/gpu.bmp\")\n", " # cv2.imshow(\"图像输出\", img) # GUI的进程被ipython的进程干扰\n", " # 防止进程退出\n", " # cv2.waitKey(0) # 按任意键退出\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. 输出到Qt的GUI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```python\n", " def show_image(self, img_src, component):\n", " \"\"\"\n", " img_src:被显示的图像\n", " component:显示图像的组件,一般是QLabel\n", " \"\"\"\n", " img_bytes = img_src.tobytes()\n", " if len(img_src.shape) == 3:\n", " h, w, d = img_src.shape\n", " FLAGS = QImage.Format_BGR888\n", " else:\n", " h, w = img_src.shape\n", " d = 1\n", " FLAGS = QImage.Format_Grayscale8\n", " \n", " # 显示图像到标签框\n", " image = QImage(img_bytes, w, h, d * w, FLAGS)\n", " pixmap = QPixmap.fromImage(image) \n", " component.setPixmap(pixmap) \n", " component.setScaledContents(True) \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. Matplotlib输出" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "\n", "img = cv2.imread(\"gpu.bmp\")\n", "plt.imshow(img)\n", "# plt.gca().set_xticks([]) # 控制刻度\n", "# plt.gca().set_yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5. Jupyter输出" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display\n", "from IPython.display import Image\n", "display(Image(\"sea.jpg\")) # 这个解码功能少,比如对bmp就不支持" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- IPython的其他输出\n", " - from IPython.display import display\n", " - from IPython.display import display_html,display_jpeg,display_json,display_latex,display_png,display_pretty,display_svg\n", " - from IPython.display import Image\n", " - from IPython.display import SVG\n", " - from IPython.display import HTML\n", " - from IPython.display import Javascript\n", " - from IPython.display import Audio\n", " - from IPython.display import Math\n", " - from IPython.display import Latex\n", " - from IPython.display import IFrame\n", " - from IPython.display import FileLink,FileLinks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6. 其他输出\n", " - 1.Web输出,比如Flask,Django中处理输出\n", " - 2.Markdown输出:`![描述](url)`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Markdown图像输出](imgs/gpu.bmp)" ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": true }, "source": [ "# 2. 图像的基本属性" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1. 图像的维度与大小" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 图像大小/维度(包含通道)\n", " - ndarray.shape\n", " - ndarray.ndim\n", " - ndarray.size\n", " - ndarray.itemsize\n", " - ndarray.nbytes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1080, 1920, 3)\n", "3\n", "6220800\n", "1\n", "6220800\n", "----------------\n", "6220800\n" ] } ], "source": [ "import cv2\n", "\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "print(img.shape) # 维度\n", "print(img.ndim) # 维数\n", "print(img.size) # 数组元素个数 = 数组元素字节数 / 每个像素的字节数\n", "print(img.itemsize) # 每个像素的字节数\n", "print(img.nbytes) # 数组元素字节数\n", "print(\"----------------\") # 数组元素字节数\n", "print(img.shape[0] * img.shape[1] * img.shape[2]) # 数组元素字节数" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1. 图像像素的数据类型与数据" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 数据类型\n", " - ndarray.dtype" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "uint8\n" ] } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "print(img.dtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. 图像的数据\n", " - ndarray.data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] } ], "source": [ "img = cv2.imread(\"gpu.bmp\")\n", "print(img.data) # 字节类型\n", "print(type(img.data))\n", "# help(memoryview)\n", "img_bytes = img.data.tobytes()\n", "# img_bytes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. 附录\n", " - 关于`memoryview`类\n", " - 关于帮助文档中的 `/` 参数:\n", " - 表示该函数`/`前只接收位置参数,而不接收命名参数;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. 注意:\n", " - 实际ndarray字节提供tobytes函数" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "img_bytes = img.tobytes()" ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": true }, "source": [ "# 3. 图像的像素与通道操作" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 数据访问两种方式 \n", " - 函数:`item`\n", " - 下标:`[]`,下标支持的类型包含\n", " 1. 标量,元组与列表数组\n", " 2. 切片\n", " 3. 逻辑类型ndarray(必须与原数据同型)\n", " 4. 支持多参数(用来访问多维数组)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1. 线性访问" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "106\n" ] } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "\n", "# item的使用,线性\n", "print(img.item(0)) # 线性的顺序访问\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2. 下标访问" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 行访问" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[106 31 0]\n", " [106 30 0]\n", " [110 31 0]\n", " ...\n", " [145 54 19]\n", " [145 54 19]\n", " [145 54 19]]\n" ] } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "# 标量\n", "print(img[0]) # 访问0行\n", "# 列表与元组\n", "# print(img[[0, 1]]) # 访问0,1行\n", "# 切片\n", "# print(img[0:2:1]) # 访问0,1行\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. 数组下标" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4 9]\n", "[[0 0 0]\n", " [0 5 6]\n", " [7 8 0]]\n" ] } ], "source": [ "import numpy\n", "img = numpy.array([\n", " [1, 2, 3],\n", " [4, 5, 6],\n", " [7, 8, 9]\n", "])\n", "\n", "idx = numpy.array([\n", " [True, True, True],\n", " [True, False, False],\n", " [False, False, True]\n", "])\n", "\n", "print(img[idx])\n", "\n", "# 还可以设置值\n", "img[idx] = 0\n", "print(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. 单个像素访问" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "106\n", "[106 112]\n", "[[106 0]\n", " [112 0]]\n" ] } ], "source": [ "import cv2\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "\n", "# 多参数访问\n", "print(img[0, 0, 0])\n", "\n", "# 每个参数可以是元组,列表,切片\n", "print(img[[0,1], 0, 0])\n", "print(img[0:2, 0, [0,2]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. 像素操作的应用" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 使用数据访问函数,可以对图像做简单的原始操作 \n", " - 去掉红色分量" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "\n", "img[:,:,2] = 0\n", "\n", "# cv2.imwrite(\"imgs/img_idx1.bmp\", img)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "# 把红色大于128的去掉\n", "img[:,:,2][img[:,:,2]>128] = 0\n", "# img[img[:,:,2]>128] = 0 # 等价于上面的代码?no\n", "cv2.imwrite(\"img_idx2.bmp\", img)\n", "\n", "# 这些操作都是内存块操作,比使用循环速度快很多" ] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": true }, "source": [ "# 4. 图像操作" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1. 转置" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 属性.T\n", " - 一般用于矩阵\n", "2. ndarray.transpose(*axes)\n", " - 默认就是逆序转置\n", " - 随意指定转置顺序,但与原图像维数必须一致;\n", " " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1080, 1920, 3)\n", "(3, 1920, 1080)\n" ] } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "print(img.shape)\n", "img_t = img.T # 已经不是常规意义上的图像了!\n", "print(img_t.shape)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cv2\n", "img = cv2.imread(\"gpu.bmp\")\n", "\n", "img_t = img.transpose(1, 0, 2) # 只交换第1,2维,第3维保持不动\n", "cv2.imwrite(\"imgs/img_t.bmp\", img_t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2. 改变shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. ndarray.reshape(shape, order='C')\n", " - 数据保持一样,如果,前后总的大小不一致,会导致错误。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import cv2\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "\n", "img_s = img.reshape([800, img.shape[0] * img.shape[1] // 800, 3]) # 只交换第1,2维,第3维保持不动\n", "cv2.imwrite(\"imgs/img_s.bmp\", img_s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3. 改变大小" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. ndarray.resize(new_shape, refcheck=True)\n", " - resize一般两种可能:\n", " 1. 缩放\n", " 2. 截取(numpy的resize属于这种)\n", " - 这个函数没有返回值" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "\n", "# img.resize([900, 1092, 3]) # resize不是缩放,而是按照顺序截断\n", "# cv2.imwrite(\"imgs/img_size.bmp\", img)\n", "\n", "img = cv2.resize(img, (50,50))\n", "\n", "plt.imshow(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.4. 扩维与缩维" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 减少维度\n", " - ndarray.squeeze(axis=None)\n", " - 减少的维度的维数必须是1\n", "2. 扩展维度\n", " - numpy.expand_dims(a, axis)\n", " - 在下标运算中使用np.newaxis" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1080, 1920, 3, 1)\n", "(1080, 1920, 3, 1)\n" ] } ], "source": [ "import cv2\n", "import numpy\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "\n", "img_sq = img[:,:,1:2].squeeze(axis=2) # 等价于img[:,:,1]\n", "cv2.imwrite(\"imgs/img_sq.bmp\", img_sq)\n", "img_ex = numpy.expand_dims(img, axis=3)\n", "print(img_ex.shape)\n", "print(img[:,:,:, numpy.newaxis].shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.5. 类型转换 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 在运算中为了不丢失精度,常常需要使用float做运算,所以图像的uint8的数据类型需要转换为float或者float32,float64" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy as np\n", "img = cv2.imread(\"gpu.bmp\")\n", "img = img.astype(np.float)\n", "plt.imshow(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.6. 颜色空间转换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 颜色使用三通道表示,但是三个通道的含义可能会因为系统不同而有差异:\n", " - RGB\n", " - HSV(孟塞尔彩色空间的简化形式):色调(Hue,H),饱和度(Saturation,S),亮度(Value,V)\n", " - YUV:用Y、C1, C2彩色表示法分别表示亮度信号和两个色差信号(在彩色电视中常用)\n", " - Gray:灰度图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV的颜色通道表示是BGR,与通常的RGB存在颜色存房的高低位问题,通常也需要转换。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV提供颜色空间转换函数\n", " - `dst = cv.cvtColor(src, code[, dst[, dstCn]])`\n", " - code表示转换方式。" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy as np\n", "img = cv2.imread(\"imgs/gpu.bmp\")\n", "img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n", "plt.imshow(img, cmap=\"gray\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.7. 几何图形绘制" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 圆:\n", " - `img = cv.circle(img, center, radius, color[, thickness[, lineType[, shift]]])`\n", "2. 矩形:\n", " - `img = cv.rectangle(img, pt1, pt2, color[, thickness[, lineType[, shift]]])`\n", " - `img = cv.rectangle(img, rec, color[, thickness[, lineType[, shift]]])`\n", "3. 文本\n", " - `img = cv.putText(img, text, org, fontFace, fontScale, color[, thickness[, lineType[, bottomLeftOrigin]]])`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 注意:\n", " - 中文文本的处理可以使用freetype模块来解决。" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cv2\n", "import numpy\n", "import torch\n", "\n", "img = numpy.ndarray(shape=(400, 400, 3), dtype=numpy.uint8)\n", "img.fill(180)\n", "cv2.rectangle(img, [100, 100, 200, 200], [0, 0, 255], 2)\n", "cv2.circle(img, (200, 200), 100, [0, 255, 0], 2) # 第二个参数使用元组,强烈推荐使用元组\n", "cv2.putText(img, \"This is OpenCV\", (100, 200), cv2.FONT_HERSHEY_SIMPLEX, 1.0, [255, 0, 0], 2, cv2.LINE_AA, False) # False与True决定绘制锚点\n", "\n", "plt.imshow(img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.8. 来自视频的图像" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV提供一个对视频的专门处理模块:\n", " - `videoio. Video I/O`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- OpenCV中提供一个视频捕捉类:\n", " - VideoCapture\n", " - read可以直接抓取视频图像。`retval, image = cv.VideoCapture.read([, image])`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 视频捕捉建议使用多线程来实现独立的任务。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. 基于图像奇异值特征的应用" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 因为图像使用numpy的数组或者矩阵表示,所以所有基于矩阵的分析结果都可以作用于图像;\n", " - 比如:特征值与特征向量,可以理解成图像空间,图像的特征抽取可以理解成图像的投射变换等,这种特征分析可以用来做图像分类与图像压缩。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.1. 图像压缩" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 利用ndarray矩阵提供的svd运算,实现图像的奇异值分解,然后取前n个特征用来表示图像。" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(750, 500, 3)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import cv2\n", "import numpy as np\n", "\n", "k = 5\n", "\n", "img = cv2.imread(\"imgs/sea.jpg\")\n", "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", "print(img.shape)\n", "new_img = np.ndarray(img.shape)\n", "\n", "for i in range(3):\n", " img_tmp = img[:, :, i]\n", " u, s, v = np.linalg.svd(img_tmp, full_matrices=False)\n", " # (1080, 1080) (1080,) (1080, 1920)\n", " # 注意:u的每一列才是特征向量,v的每一行是特征向量\n", " # 下面取k个特征向量重构图像 \n", " u[:,k:] = 0 \n", " s[k:] = 0 \n", " v[k:,:]= 0\n", "\n", " ds = np.diag(s)\n", " # print(u.shape, ds.shape, v.shape)\n", " img_tmp= np.dot(np.dot(u, ds), v)\n", " new_img[:, :, i] = img_tmp\n", "\n", "# 恢复图像\n", "new_img = new_img.astype(np.uint8)\n", "plt.imshow(new_img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.2. 图像特征降维PCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. 图像加载" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(400, 10304) (400, 1)\n" ] } ], "source": [ "import cv2\n", "import numpy as np\n", "ONE_PERSON_FACE_NUM = 10\n", "PERSON_NUM = 40\n", "SAMPLES_NUM= ONE_PERSON_FACE_NUM * PERSON_NUM\n", "IMAGE_W = 92\n", "IMAGE_H = 112\n", "\n", "def load_faces(face_path_):\n", " data_faces_ = np.zeros(shape=(SAMPLES_NUM, IMAGE_H*IMAGE_W), dtype=np.uint8)\n", " label_faces_ = np.zeros(shape=(SAMPLES_NUM, 1), dtype=np.uint8)\n", " idx = 0 \n", " for i in range(1, PERSON_NUM): # 40个目录(s1- s40)存放40个人的人脸\n", " for j in range(1,ONE_PERSON_FACE_NUM + 1): # 每个人一共10张人脸图像(1.pgm - 10.pgm)\n", " path_ = face_path_ + \"/s\" + str(i) + \"/\"+ str(j) + \".pgm\"\n", " img_ = cv2.imread(path_)\n", " img_gray_ = cv2.cvtColor(img_, cv2.COLOR_BGR2GRAY)\n", " data_faces_[idx, :] = img_gray_.reshape(IMAGE_H*IMAGE_W)\n", " label_faces_[idx,:]= i\n", " idx += 1\n", " return data_faces_, label_faces_\n", "\n", "data,target = load_faces('./imgs/att_faces')\n", "print(data.shape, target.shape)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.imshow(data[1].reshape((IMAGE_H, IMAGE_W)), cmap=plt.cm.gray) # 可以改变颜色的调色板\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 切分数据集为训练与测试集" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((320, 10304), (80, 10304))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "data_train, data_test, target_train, target_test = train_test_split(data, target, test_size=0.2, random_state=42)\n", "data_train.shape, data_test.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 计算所有图像的特征值" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 10304) (320, 10304) (320, 1)\n" ] } ], "source": [ "mean, eigenvectors, eigenvalues = cv2.PCACompute2(data_train, np.mean(data_train, axis=0).reshape(1,-1)) \n", "print(mean.shape, eigenvectors.shape, eigenvalues.shape)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(320, 10304)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "k = 20\n", "print(eigenvectors.shape)\n", "eigenfaces = eigenvectors[:k].copy()\n", "eigenfaces = eigenfaces.reshape((k, IMAGE_H, IMAGE_W))\n", "\n", "rows = 5\n", "cols = 4\n", "plt.figure(figsize=(1.8 * cols, 2.4 * rows))\n", "for i in range(cols * rows):\n", " ax = plt.subplot(rows, cols, i + 1)\n", " ax.imshow(eigenfaces[i], cmap=plt.cm.gray)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.3. 附录-分类" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(320, 20) (80, 20)\n" ] } ], "source": [ "k = 20\n", "n_componets = eigenvectors[:k].copy()\n", "pca_train = np.dot(data_train - mean, n_componets.T)\n", "pca_test = np.dot(data_test - mean, n_componets.T)\n", "print(pca_train.shape, pca_test.shape)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.svm import SVC\n", "classifier = SVC() # kernel='rbf', C=1000, gamma=0.1\n", "classifier = classifier.fit(pca_train, target_train[:,0])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "识别正确数:79,\n", "测试样本数:80,\n", "正确率: 98.75\n" ] } ], "source": [ "# 注意:target_test被妖怪的设置成二维数组,需要做成1维比较。\n", "pre = classifier.predict(pca_test)\n", "correct_num=(pre == target_test[:,0]).sum()\n", "\n", "print(F'''\n", "识别正确数:{correct_num},\n", "测试样本数:{len(target_test)},\n", "正确率:{(100.0 * correct_num /len(target_test)): 5.2f}''')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. 实验任务" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 利用课堂知识按成如下人工智能应用场景实验:\n", " - 未来需要训练人脸分类,需要采集大量人脸图像,这个实验就是利用图像知识,完成一个程序,用来采集人脸数据集。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-------" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "toc-autonumbering": false }, "nbformat": 4, "nbformat_minor": 4 }