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遥感图像处理:作业1
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 首先需要导入需要的图像库:\n", | |
"from PIL import Image\n", | |
"import matplotlib.pyplot as plt\n", | |
"# 读取一张图片:\n", | |
"im=Image.open('origin.png')\n", | |
"# 显示一张图片:\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"# 保存图片为gif格式:\n", | |
"im.save(\"origin.gif\",\"GIF\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Image.new(mode, size)\n", | |
"# Image.new(mode, size, color)\n", | |
"\n", | |
"newImg = Image.new(\"RGBA\",(640,480)) # (255,255,255)\n", | |
"plt.subplot(1,2,1)\n", | |
"plt.imshow(newImg)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"newImg = Image.new(\"RGBA\",(640,480),(0,255,0))\n", | |
"plt.subplot(1,2,2)\n", | |
"plt.imshow(newImg)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# # 两张图片相加:\n", | |
"# Image.blend(img1, img2, alpha) # 这里alpha表示img1和img2的比例参数\n", | |
"# # 点操作:\n", | |
"# im.point(function) # 这个function接受一个参数,且对图片中的每一个点执行这\n", | |
"\n", | |
"im=Image.open('origin.png')\n", | |
"plt.subplot(1,2,1)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 对每个点进行50%的加强:\n", | |
"out = im.point(lambda i : i*1.5)\n", | |
"plt.subplot(1,2,2)\n", | |
"plt.imshow(out)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 读取一张图片:\n", | |
"im=Image.open('origin.png')\n", | |
"\n", | |
"# 图片裁剪:\n", | |
"box = (100,60,200,140) # 设置要裁剪的区域\n", | |
"region = im.crop(box) # 此时,region是一个新的图像对象。\n", | |
"# 图片显示:\n", | |
"plt.subplot(1,4,1)\n", | |
"plt.imshow(region)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 读取一张新图片:\n", | |
"im=Image.open('dog.png')\n", | |
"# 图像黏贴(合并)\n", | |
"im.paste(region, box) # 粘贴box大小的region到原先的图片对象中\n", | |
"# 图片显示:\n", | |
"plt.subplot(1,4,2)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 通道分离:\n", | |
"rgbs = im.split() # 分割成三个通道 ,此时r,g,b分别为三个图像对象。\n", | |
"# 通道合并:\n", | |
"im = Image.merge(\"RGB\", (rgbs[0], rgbs[1], rgbs[2]))\n", | |
"# 图片显示:\n", | |
"plt.subplot(1,4,3)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 将b,r两个通道进行翻转:\n", | |
"im = Image.merge(\"RGB\", (rgbs[2], rgbs[1], rgbs[0]))\n", | |
"# 图片显示:\n", | |
"plt.subplot(1,4,4)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 5 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 读取一张图片:\n", | |
"im=Image.open('origin.png')\n", | |
"# 改变图像的大小:\n", | |
"out = im.resize((256, 256)) # resize成128*128像素大小\n", | |
"plt.subplot(1,5,1)\n", | |
"plt.imshow(out)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 旋转图像:\n", | |
"out = im.rotate(45) # 逆时针旋转45度\n", | |
"plt.subplot(1,5,2)\n", | |
"plt.imshow(out)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 旋转图像有更方便的:\n", | |
"trans = im.transpose(Image.ROTATE_180)\n", | |
"plt.subplot(1,5,3)\n", | |
"plt.imshow(trans)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 图像转换-左右对换:\n", | |
"out = im.transpose(Image.FLIP_LEFT_RIGHT) \n", | |
"plt.subplot(1,5,4)\n", | |
"plt.imshow(out)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 图像转换-上下对换:\n", | |
"out = im.transpose(Image.FLIP_TOP_BOTTOM) \n", | |
"plt.subplot(1,5,5)\n", | |
"plt.imshow(out)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"PNG (429, 284) RGBA\n", | |
"None (429, 284) RGB\n", | |
"(107, 125, 74)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 读取一张图片:\n", | |
"im = Image.open('origin.png')\n", | |
"# 显示图像:\n", | |
"plt.subplot(1,2,1)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"# 查看图像信息:\n", | |
"print(im.format, im.size, im.mode)\n", | |
"\n", | |
"# 图像类型转换:\n", | |
"im = im.convert(\"RGB\")\n", | |
"# 查看图像信息:\n", | |
"print(im.format, im.size, im.mode)\n", | |
"\n", | |
"# 获取某个像素位置的值:\n", | |
"print(im.getpixel((100,100)))\n", | |
"\n", | |
"# 写某个像素位置的值:\n", | |
"for i in range(120,220,2):\n", | |
" for j in range(80,150,1):\n", | |
" im.putpixel((i,j),(0,0,0))\n", | |
"\n", | |
"# 显示图像:\n", | |
"plt.subplot(1,2,2)\n", | |
"plt.imshow(im)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.cm as cm\n", | |
"import numpy as np\n", | |
"\n", | |
"# 打开图像\n", | |
"image = Image.open(\"origin.png\")\n", | |
"plt.subplot(2,2,1)\n", | |
"plt.imshow(image)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 转化成灰度图像\n", | |
"image = Image.open(\"origin.png\").convert(\"L\")\n", | |
"plt.subplot(2,2,2)\n", | |
"plt.imshow(image,cmap=cm.gray)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"image_array = np.array(image)\n", | |
"plt.subplot(2,1,2)\n", | |
"plt.hist(image_array.flatten(),256) # flatten可以将矩阵转化成一维序列\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 6 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"image = Image.open(\"origin.png\").convert(\"L\")\n", | |
"image_array = np.array(image)\n", | |
"x = np.arange(255)\n", | |
"\n", | |
"# 反相:\n", | |
"plt.subplot(3,2,1) \n", | |
"plt.plot(x,255-x) # 画出变换函数图像\n", | |
"plt.subplot(3,2,2)\n", | |
"plt.imshow(Image.fromarray(255-image_array),cmap=cm.gray)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 灰度变换:转换到100-200\n", | |
"plt.subplot(3,2,3)\n", | |
"plt.plot(x,(x/255.0)*100+100) # 画出变换函数图像\n", | |
"plt.subplot(3,2,4)\n", | |
"plt.imshow(Image.fromarray((image_array/255.0)*100+100), cmap=cm.gray)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"# 像素平方\n", | |
"plt.subplot(3,2,5)\n", | |
"plt.plot(x,255*(x/255.0)**2) # 画出变换函数图像\n", | |
"plt.subplot(3,2,6)\n", | |
"plt.imshow( Image.fromarray(255*(image_array/255.0)**2), cmap=cm.gray)\n", | |
"plt.axis(\"off\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda root]", | |
"language": "python", | |
"name": "conda-root-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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