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place6D_Nurburgring/Grand_Prix/Supervisely/GrandPrix_create_3d_15.ipynb
sk 3deed6a145 increase training crop + new edges for Karusell
increase training crop dtom 769 t o1281 for all models + 7 edges for Karusell dataset_v2_88
2022-08-25 14:24:21 +03:00

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"source": [
"import json\n",
"import pandas as pd\n",
"import numpy as np\n",
"import cv2 \n",
"import plotly.express as px\n",
"import plotly.graph_objects as go\n",
"# from utils import *\n",
"\n",
"def roration(x):\n",
" x = np.deg2rad(x)\n",
" return np.array([[np.cos(x), -np.sin(x)],\n",
" [np.sin(x), np.cos(x)]])\n",
"\n",
"arrow = np.float32([[0,1,0],\n",
" [0,-1,0]])"
]
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"source": [
"img = cv2.imread('Grand_Prix_GPS-double.png')\n",
"df = pd.read_csv('raw_keypoints.csv',index_col='index')\n",
"df.loc[[1,2], ['x','y']] -=3\n",
"df_raw = df.copy()\n",
"center = (1164, 703)\n",
"df[['x', 'y']]-= center\n",
"df = df.astype('float32')\n",
"df['z'] = 4.2*np.float32([0, 0, 0, 0, 3, 6.33, 7.33, 3.33, 2.33, 2.33, 2.33, 2.5, 2.5, 1.2,1.5])\n",
"df[['x', 'y']] /= 8.4\n",
"df[['x', 'y']] = df.values[:, :2]@roration(-135) # поворот x и y в плоскости земли\n",
"df.to_csv('GrandPrix_15kps.csv')\n",
"\n",
"# rvec, tvec, camMatrx, dist = fit(img.shape[:2], df_raw, df)\n",
"# imgpts = cv.projectPoints(5*arrow, rvec, tvec, camMatrx, dist)[0][:, 0].astype(int)\n",
"# for i, p in enumerate(imgpts):\n",
"# cv2.circle(img, p, 3*(i+1), color=(200,25,200), thickness=-1)\n",
"# px.imshow(img)"
]
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