364 lines
357 KiB
Plaintext
364 lines
357 KiB
Plaintext
{
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"cells": [
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-05-08T15:04:41.951180Z",
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"start_time": "2024-05-08T15:04:41.479489Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import numpy as np\n",
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"import cv2\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd"
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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-05-08T16:52:58.149750Z",
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"start_time": "2024-05-08T16:52:58.140930Z"
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}
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},
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"cell_type": "code",
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"source": [
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"def fit_contour(contour):\n",
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" # 轮廓逼近\n",
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" epsilon = 0.01 * cv2.arcLength(contour, True)\n",
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" approx = cv2.approxPolyDP(contour, epsilon, True)\n",
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" return approx\n",
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"\n",
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"\n",
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"def cal_curvature(contour):\n",
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" # 计算曲率\n",
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" curvatures = []\n",
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" length = len(contour)\n",
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" for i in range(1, length):\n",
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" prev = contour[(i - 1) % length].ravel() # 将二维数组转换为一维数组\n",
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" curr = contour[i].ravel()\n",
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" next = contour[(i + 1) % length].ravel()\n",
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" # 使用向量角度来近似曲率\n",
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" vector1 = prev - curr\n",
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" vector2 = next - curr\n",
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" dot_product = np.dot(vector1, vector2)\n",
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" norm_product = np.linalg.norm(vector1) * np.linalg.norm(vector2)\n",
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" if norm_product == 0:\n",
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"\n",
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" angle = 0 # 避免除以零的情况\n",
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" else:\n",
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" cosine_angle = np.clip(dot_product / norm_product, -1.0, 1.0) # 避免计算错误导致的数值问题\n",
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" angle = np.arccos(cosine_angle)\n",
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" curvatures.append(angle)\n",
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" length = len(curvatures)\n",
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" first_order_differences = [abs(curvatures[i] - curvatures[(i + 1) % length]) for i in range(length)]\n",
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" # length = len(first_order_differences)\n",
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" # first_order_differences = [abs(first_order_differences[i] - first_order_differences[(i + 1) % length]) for i in range(length)]\n",
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" return first_order_differences\n",
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"\n",
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"\n",
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"def fourier_trans(contour):\n",
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" # 傅里叶描述子\n",
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" contour_array = contour[:, 0, :]\n",
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" contour_complex = np.empty(contour_array.shape[:-1], dtype=complex)\n",
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" contour_complex.real = contour_array[:, 0]\n",
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" contour_complex.imag = contour_array[:, 1]\n",
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" fourier_result = np.fft.fft(contour_complex)\n",
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" return fourier_result\n",
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"\n",
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"\n",
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"# 读取图片\n",
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"def show_contours(path_image, contour1=None):\n",
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" image = cv2.imread(path_image)\n",
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"\n",
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" # 将图片转换为RGB格式\n",
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" image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
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"\n",
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" # 增强饱和度\n",
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" hsv = cv2.cvtColor(image_rgb, cv2.COLOR_RGB2HSV)\n",
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" hsv[..., 1] = hsv[..., 1] * 6 # 增强饱和度\n",
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" enhanced_image_rgb = cv2.cvtColor(hsv, cv2.COLOR_HSV2RGB)\n",
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"\n",
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" # 进行Prewitt边缘检测\n",
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" gray_image = cv2.cvtColor(enhanced_image_rgb, cv2.COLOR_RGB2GRAY)\n",
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" prewittx = cv2.Sobel(gray_image, cv2.CV_64F, 1, 0, ksize=3)\n",
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" prewitty = cv2.Sobel(gray_image, cv2.CV_64F, 0, 1, ksize=3)\n",
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" prewitt_edge = cv2.magnitude(prewittx, prewitty)\n",
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"\n",
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" _, thresholded_image = cv2.threshold(prewitt_edge, 50, 255, cv2.THRESH_BINARY)\n",
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"\n",
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" # 寻找轮廓\n",
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" contours, hierarchy = cv2.findContours(thresholded_image.astype(np.uint8), cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
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"\n",
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" # 过滤面积小于阈值的轮廓\n",
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" filtered_contours = []\n",
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" # 计算和显示每个轮廓的最小斜率\n",
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" c = 0\n",
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" for contour in contours:\n",
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" rect = cv2.minAreaRect(contour) # 获取最小外接矩形\n",
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" box = cv2.boxPoints(rect) # 计算矩形的四个角点\n",
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" box = np.intp(box) # 角点坐标整数化 # 角点坐标整数化\n",
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"\n",
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" # 求边长\n",
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" widths = [np.linalg.norm(box[i] - box[(i + 1) % 4]) for i in range(4)]\n",
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" sorted_widths = sorted(widths)\n",
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"\n",
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" # 宽和高\n",
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" width, height = sorted_widths[0], sorted_widths[1]\n",
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"\n",
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" # 角度调整\n",
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" angle = rect[2]\n",
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" # if width < height:\n",
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" # angle += 90\n",
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" area = width * height\n",
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" # 计算斜率\n",
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" slope = np.tan(np.radians(angle))\n",
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" # if angle < 45 and area > 5000:\n",
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" if area <= 5000:\n",
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" continue\n",
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" \n",
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" # 计算曲率\n",
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" curvatures = cal_curvature(contour)\n",
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"\n",
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" # 计算标准差和平均值\n",
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" mean_change = np.mean(curvatures)\n",
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" std_change = np.std(curvatures)\n",
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" threshold = mean_change + 1 * std_change # 设定阈值为平均值加两倍标准差\n",
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"\n",
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" # 寻找异常值\n",
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" outliers = [change for change in curvatures if change > threshold]\n",
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"\n",
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" if len(outliers) < 20:\n",
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" continue\n",
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"\n",
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" # curvatures = pd.Series(curvatures)\n",
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" # std = curvatures.describe()['std']\n",
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" # if std < 0.15:\n",
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" # continue\n",
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" filtered_contours.append(contour)\n",
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" c += 1\n",
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"\n",
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" # 将二值图像转换为RGB格式,以便能在其上绘制彩色轮廓\n",
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" contoured_image = cv2.cvtColor(thresholded_image.astype(np.uint8), cv2.COLOR_GRAY2RGB)\n",
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"\n",
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" # 使用红色来绘制轮廓\n",
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" if contour1 is None:\n",
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" cv2.drawContours(contoured_image, filtered_contours, -1, (255, 0, 0), 2)\n",
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" else:\n",
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" cv2.drawContours(contoured_image, [contour1], -1, (255, 0, 0), 2)\n",
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"\n",
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" # 使用matplotlib显示图像\n",
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" plt.figure(figsize=(8, 8))\n",
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" plt.imshow(contoured_image)\n",
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" plt.title('Filtered Image with Red Contours and Slope Info')\n",
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" plt.axis('off')\n",
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" plt.show()\n",
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" return filtered_contours"
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],
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"outputs": [],
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"execution_count": 183
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2024-05-08T16:57:20.434078Z",
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"start_time": "2024-05-08T16:57:20.137351Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"tmp = show_contours(\"00.jpg\")"
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],
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 800x800 with 1 Axes>"
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],
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"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 188
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2024-05-08T16:53:47.763789Z",
|
||
"start_time": "2024-05-08T16:53:47.324568Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"i = 8\n",
|
||
"tmp = show_contours(\"10.jpg\", tmp[i])\n",
|
||
"curvatures = cal_curvature(tmp[i])\n",
|
||
"curvatures = pd.Series(curvatures)\n",
|
||
"curvatures.describe()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 800x800 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 457.000000\n",
|
||
"mean 0.103116\n",
|
||
"std 0.320896\n",
|
||
"min 0.000000\n",
|
||
"25% 0.000000\n",
|
||
"50% 0.000000\n",
|
||
"75% 0.000000\n",
|
||
"max 2.356194\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 187,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 187
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2024-05-08T16:50:32.975145Z",
|
||
"start_time": "2024-05-08T16:50:32.971255Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": "curvatures",
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0 0.0\n",
|
||
"1 0.0\n",
|
||
"2 0.0\n",
|
||
"3 0.0\n",
|
||
"4 0.0\n",
|
||
" ... \n",
|
||
"352 0.0\n",
|
||
"353 0.0\n",
|
||
"354 0.0\n",
|
||
"355 0.0\n",
|
||
"356 0.0\n",
|
||
"Length: 357, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 174,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 174
|
||
},
|
||
{
|
||
"metadata": {},
|
||
"cell_type": "code",
|
||
"outputs": [],
|
||
"execution_count": null,
|
||
"source": "[change for change in curvature_changes if change > threshold]"
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2024-05-08T16:22:44.242067Z",
|
||
"start_time": "2024-05-08T16:22:44.157432Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# 假设 curvatures 是已经计算好的曲率列表\n",
|
||
"length = len(curvatures)\n",
|
||
"curvature_changes = [abs(curvatures[i] - curvatures[(i + 1) % length]) for i in range(length)]\n",
|
||
"\n",
|
||
"# 计算标准差和平均值\n",
|
||
"mean_change = np.mean(curvature_changes)\n",
|
||
"std_change = np.std(curvature_changes)\n",
|
||
"threshold = mean_change + 1 * std_change # 设定阈值为平均值加两倍标准差\n",
|
||
"\n",
|
||
"# 寻找异常值\n",
|
||
"outliers = [i for i, change in enumerate(curvature_changes) if change > threshold]\n",
|
||
"\n",
|
||
"# 可视化结果\n",
|
||
"print(len(curvatures))\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(curvatures, label='Curvature')\n",
|
||
"plt.scatter(outliers, [curvatures[i] for i in outliers], color='red', label='Outliers') # 标记异常点\n",
|
||
"plt.legend()\n",
|
||
"plt.title('Curvature and Outliers')\n",
|
||
"plt.xlabel('Index')\n",
|
||
"plt.ylabel('Curvature')\n",
|
||
"plt.show()\n"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"63\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"execution_count": 98
|
||
},
|
||
{
|
||
"metadata": {},
|
||
"cell_type": "code",
|
||
"outputs": [],
|
||
"execution_count": null,
|
||
"source": ""
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
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"nbformat_minor": 0
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}
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