{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Morphology Tutorial \n", "\n", "Morphology sub-package functions can be used with a clean mask of a plant (see [VIS tutorial](../vis_tutorial/vis_tutorial.ipynb) for examples of masking background. This tutorial will start with a binary mask (after object segmentation has been completed) but in a complete workflow users will need to use other functions to achieve plant isolation. Skeletonizing is very sensitive to any pepper noise remaining within a binary mask. Morphology functions are intended to be one type of object analysis. These functions can potentially return information about leaf length, leaf angle, and leaf curvature.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "from plantcv import plantcv as pcv \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class options:\n", " def __init__(self):\n", " self.image = \"./img/mask.png\"\n", " self.debug = \"plot\"\n", " self.writeimg= False \n", " self.result = \"morphology_tutorial_results.txt\"\n", " self.outdir = \".\"\n", "\n", "# Get options\n", "args = options()\n", "\n", "# Set debug to the global parameter \n", "pcv.params.debug = args.debug\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read image (sometimes you need to run this line twice to see the image) \n", "\n", "# Inputs:\n", "# filename - Image file to be read in \n", "# mode - How to read in the image; either 'native' (default), 'rgb', 'gray', or 'csv'\n", "img, path, filename = pcv.readimage(filename=args.image)\n", "\n", "# Crop the mask \n", "cropped_mask = img[1150:1750, 900:1550]\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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SuRQWFvLEE09w6NAhnn/+eQW/nJfCX5La6tWrGT9+vK/n/s2M8ePH88477+jGLNJiCn9Jalu2bKG8vJwZM2Z4XYonzIwZM2awb98+tm3b5nU5kkQU/pL01q9fz4ABAygqKvK6lLgbMWIEKSkp2uOXVlP4S6fwpz/9iblz5/pq+ueCCy5g6NChvPvuu16XIklI4S+dQlVVFatWrfLN9E9RUREzZsxg3rx5OrgrbaLwl05j/fr1HDlyhJKSEq9L6XATJ05k48aNCn5pM4W/dCrr168nGAxy9dVXe11Khxo6dCiffPKJ12VIEmtV+JvZU2a2wcwqzexrM1tgZhdH9TEze9rMys3stJmtNLOhUX3SzexZMztsZlVmttDM+sRiQCIrVqxg6NChnfYA8OjRo1m3bp3XZUiSa+2e/0TgN0AxMA1IAUrNrEtEn58Cfws8DowCKoBlZpYT0ecZYA5wJzAeyAYWm1mwDWMQ+ZaqqirmzZtHSUkJhYWFXpcTU0VFRVx66aWsWrXK61Ik2Tnn2tyAQsAB14Z/NuAA8GREn3TgOPBI+Oc8oA64I6JPL6ABuP4cz5MO5Ea03uHnVVM7Zxs6dKi7/fbbPa8DcDfffLPr2bNnux/n9ttvd5dddpnn41FLipbbXH63d84/L/z1aPjrhUAPoLSxg3OuFngfGBdeNBJIjepTDmyL6BPtKeBERNvfzrrFBz755JOEud9vQUEBqamp7XqMwsJCunXrxvbt22NUlfhZm8PfQidU/wuw2jnX+NHCHuGvB6O6H4xY1wOoc84da6ZPtF8Q2tA0Nh0fkBZZt24do0eP9rqMmJg0aRIrVqzwugzpJNqz5/+vwOXAXU2sc1E/WxPLop2zj3Ou1jl3srEBla0tVvxp7969DBgwwOsy2q2kpIQ9e/bw2WefeV2KdBJtCn8zexaYDUxyzkVOwVSEv0bvwRfx13cDFUCamRU000ckJrZv305hYWFSH/htvH/s+vXrvS5FOpHWnuppZvavwC3AZOfcl1FdviQU7tMifieN0FlCa8OLNgHfRPXpCQyL6CMSMytWrGDy5MmePX8gECA9PZ3Tp0+36fcnT56sSzhIzLV2z/83wL3A3UClmfUIt0wAFzo15xngZ2Y2x8yGAX8EqoFXwn1OAP8O/LOZTTGzq4CXgL8Ay9s/JJFv2759O5deeqlnz5+RkUFeXh6HDh1q9e+OGzeOo0eParpHYq614f8ooQOuKwmd0tnY7ojo80+ENgC/BTYSOi1zunMucp7+J8AC4FVgDaGNwyznXENrByDSEmVlZRQXF3tdRqv179+fvXv3el2GdEKtCn/nnJ2j/TGij3POPe2c6+mcy3DOTYw4G6ixT41z7j8757o557Kcc7Occ/tiNCaR79izZw/9+/f3uoxWKSwspGvXrnz++edelyKdkK7tI77w2WefUVhYmDS3fCwsLGTmzJm88MILXpcinZTCX3xj+fLlTJkyxesyWqS4uJht27Zx6tQpr0uRTkrhL77x2WefeXrgt6U03SPxoPAXX0mGA7/jxo1jy5Yt2uuXDqXwF19Zs2YNY8eO9bqMZmVnZyv4pcMp/MVXKisr2b59e8Lu/c+YMYNdu3axc+dOr0uRTk7hL75z+PDhhLzcQ2FhIYMGDaKsrMzrUsQHFP7iO1988QWDBw8mdGHajtfQ0EBdXR3p6enN9psxYwZLly6NS00iCn/xncrKStavXx+30z5ra2t54403uOWWW865AQgGgwwYMIBdu3bFpSYRhb/40po1a7jmmmvitve/d+9e1q5de84NwNSpU1m2bFlcahEBhb/42IcffhjXM3/27t3LmjVrvrMBCAaDjB49WnP9ElcKf/GtsrIyxowZE7e9f4CvvvrqOxsA7fWLF1K8LkDEKydPnqShoYGCggKOHj16/l+Ika+++gqA2267jcrKSg4ePKi9fok77fmLr7399tuUlJTE/Xn37dtHamoqp06dUvCLJxT+4ms7d+5k0KBBBALxfSmkpKTQq1cv3aFLPKPwF99Lhuv9iMSawl98b/fu3Vx44YVxfc78/HyOHz8e1+cUiaTwF9/buXMn3bp1o2vXrnF7zunTp+sMH/GUwl+E0IHfmTNnxuW5UlJSKCwspLy8PC7PJ9IUhb8Iob3/rl27xmXvPxAIkJmZqcs2i6cU/iJhL7zwAvfeey/BYNDrUkQ6nMJfJOzEiRNs2bKFa6+91utSRDqcwl8kwvvvv08wGGT8+PEd9hzFxcX6YJd4TuEvEmXdunUMGTKEgoKCmD+2mTFo0CBdulk8p/AXiVJZWckbb7zBvffeS0pKbC9/lZaWRo8ePc5e30fEKwp/kSY0zv9PmDAhplf91M3ZJVEo/EXOYdWqVXzzzTdcd911MdsAlJSUsGTJkpg8lkh7KPxFmrF69Wouu+wyunXrFpPHCwQCnDlzJiaPJdIeCn+R83jppZe48847SU1NbdfjpKamkp+fz6FDh2JUmUjbKfxFzuPEiRNs3bq13ff8DQaDdOnShcrKyhhWJ9I2Cn+RFli1ahX19fUxnf8X8ZLCX6SF1qxZg3NOnwCWTkHhL9JCzjk2bNjAFVdccfbm6yLJSjdwF2mFqqoqtm7dytixY1m5cmWrfnfEiBFs2rSpYwpLADk5Odx7771kZWXx1ltvfevYxsGDB6mvr/ewOomm8BdppQ0bNvDggw/y4YcfUltb2+Lfu/jii1mxYkUHVuaNxtAPBoO89tprVFdXc8MNN5CTk3O2T3Z2NsFgkCVLlnD06FEOHz7MN99842HVovAXaaWqqiq++eYb8vPzOXjwoNfleCYrK4tRo0YxbNgw5s2bx/Hjx89uDP/85z9/p28gEKCkpISuXbuSlZVFRUUFS5cu5dixY16U73sKf5E2WLRoEbNmzeL3v/+916XEnZnRs2dPZs6cya5du/j9739/3ndA1dXVALz22mtAaGPQp08f7rzzTrKysnjnnXc4fPgwdXV1HD16tMPHIAp/kTapr69v9Ye+AoEADQ0NHVRRx2sM/Ztuuon6+nrmzZvX5r326upqvvjiC3bt2kVWVhbTp09n/PjxBINBPvjgA/bt26d3BB1M4S/SBpWVlaSkpJCRkUFNTc15+2dkZNCtWzf2798fh+piKzr0X3/9dQ4dOoRzrt2P3dDQQGVlJa+//joQ+iDc7NmzmTBhAmlpaRw+fJjFixdrQ9ABWhX+ZvYo8CgwILzoE+D/dc4tCa834B+Ah4ECYB3wmHPuk4jHSAd+CdwFZALvAj90ziXfq0J8q6qqipSUFNLT01sU/maGmcUkMDtaly5dyMzM5Morr2TYsGFAaLyxDP1zaWhoYP78+QSDQbKzs+nevTv33HMPH3zwAZ9++il1dXUd9tx+Y635jzSzWUADsDO86H7g74GrnHOfmNmTwH8BHgC+AP4rcC1wsXOuMvwYzwGzwn2OAP8MdAVGOuda9J7YzHKBEy0uXKQDTJo0iYaGBlatWnXevj179uSOO+7gmWee6fjC2iAQCNCrVy9uuummsxef27JlC9u2bcM5x8mTJz3bcAWDQWbNmkV2djavvvqqNgAtl+ecO3nOtc65djXgKPAgYMAB4MmIdenAceCR8M95QB1wR0SfXoQ2KNe34jlzAaem5mXr0qWLe+SRR1xeXt45+2RnZ7vvf//77tFHH3WFhYWe19zUGGbMmOGeeOIJ9+CDD7rCwkKXnp7ueV1NtX79+rl7773XpaWleV5LkrTc5nK0VXv+kcwsCNwGvABcBdQAu4ARzrmPI/q9CRx3zt1vZpMJTfN0dc4di+izBVjgnPuHczxXOqENSaMcQNNE4rmCggJuuukm5s+fz4kT334z2r17d2688UaWLVvGgQMHEuZSzllZWUycOJHBgwcDoc8tfPbZZxw/ftzbwlqgX79+XHvttXoH0DKx3fMHhgOngHpCe/Uzw8vHEdra9Irq/7+Ad8Lf3w3UNvGYpcDzzTzn03i/FVVTa7Ll5+e7Bx544Ow7gJycnLN7+927d/e8vsaWlZXlSkpK3BNPPOHGjBnjunXr5jIyMjyvq7VN7wBa3Jrd829L+KcBg4GrgV8Ah4DL+Gv494zq/ztg6XnCfxnwb808ZzqhqZ7G1jsB/mHV1M62xg1A37593QMPPOB69+7tzMzzuhpbjx493OOPP+5Gjx6dsNM6rWl9+/Z1jz/+uLviiitcamqq5/UkaItt+DcRzMuB54GB4Se8Kmr9m8AL4e8nh/sURPXZAvw3zfmrtbX169fP9e/f39Ma8vPz3XPPPef69u3r+b9HZMvMzHR/93d/57p06eJ5LbFsubm5bs6cOW7u3LmdYoPWAa3Z8I/FVT2N0J75l0AFMO3sCrM0YCKwNrxoE/BNVJ+ewLCIPiKtVlFRcfbTol45fvw427Zta9Gpn/HQq1cvfvCDH/Dwww+zcuVKqqqqvC4ppk6ePMn8+fN57733uP322791LSFpgVbu5f93YAKh8/yHAz8ndKbOtPD6JwkdB5hDKNBfAcqBnIjHeA7YB0whdKD4XWAzENSev1p72tChQ92Pf/xj169fP89qeOyxxzw/qycQCLh+/fq5uXPnuh49eiTlvH5rW58+fdyPfvQjd/nll3teSwK12E37AP8O7AFqga8JTflMi1hvhA7OHiB09s/7wLCox8gAniV0jn81sAjo28o6FP5qTba0tDT31FNPefb8Xod/RkaGmzVrlvubv/kbX4R+ZAsGg2727Nnuiiuu8LyWBGnNhn+rPuHrnHvwPOsdofB/upk+NcB/DjeRmKqrq/PljVYar5g5ZMgQVq5cyaJFi7wuKe4aGhp46623mDlzJgBbtmzxuKLEpjt5Sadz5swZAgF//GkHAgH69+/Pww8/zMGDB3nuuefYvHmz12V5pqGhgbfffpt+/fpx1113+XJHoKX88QoRX9mwYQOjRo3yuowOFwgEmD17NpMnT+b1119n48aNrbq5TGfVuAHYsGEDd9xxBxkZGV6XlJAU/tLp7Nq1i4EDB3ry3J9//jkXX3xxhz9PY/Dv3r2bP/zhDxw6dKjDnzOZNDQ0sHPnTpYvX87tt9+uDUATFP7S6XzxxRd06dKFPn36xP254/Guo0+fPjz00EPs3r2brVu3duhzJbvy8nJtAM5B4S+d0osvvsjdd98d97n/kydPUlNTQ/fu3WP+2I3z+xMnTmTBggUK/hbSBqBpCn/plGpra1m6dClz5syJ6/OGT0UmGAzG9HFTU1O56aabmDx5MvPmzfP1vYPbory8nGXLlmkDEEHhL53W1q1bKSgo8GT6J5b69OnDj370I3bs2MEf/vAHHdRtowMHDpzdAHTp0sXrcjyn8JdO7aWXXuLuu+8mdJO55BMIBLjuuuuYP38+27Zt87qcpNe4AXj44YcZMWKE1+V4SuEvnVpNTQ1Lly7l5ptv9rqUVgsEAtx0001s3ryZXbt2eV1Op3HgwAF+9atfMW7cOAoKCrwuxzMKf+n0tm7dSrdu3eI2/eOca/eB5sbg37Fjh/b4O8CZM2d4/fXXmTVrFpmZmV6X4432XtLZi4au7aPWypaRkeF++tOfxuUa+3369HEPPfRQux7j1ltvdcOGDfP8362zt549e7q5c+e6zMxMz2vpgNbhl3QWSXjxnP45efIk2dnZbf79fv36kZOToz3+ODhw4AClpaW+/CSwwl98Y+vWrXTv3p3evXt36POcOnWqzef69+3blwkTJvDKK690QGXSlIqKCg4ePMgVV1zhdSlxpfAXX3nvvfeYNGlSh579c+bMmdAlc1NaddFcAK6++mq2bdum0znj7J133qFr166MHDnS61LiRuEvvrJr1y727dvHxIkTvS7lO4LBIIMHD+bzzz/3uhTfOXPmDO+88w7dunVr15RdMlH4i++sW7eOPn36dPj0T2tNnjyZtWvXJsxtIP3mzJkzlJaWcurUKa9LiQuFv/hOTU0N8+bN8+TaP+cSCAS46qqr2LRpk9eliE8kxl++SJzV1NSwbt26hJn+MTPS09O11y9xo/AX39qwYQO9e/fukOmfffv2tepDZZMnT+a9996LeR0i56LwF986ffo0r7/+OpMmTYr5BmDVqlUtflcRDAa58sorNeUjcaXwF187ffo08+bN65ANQEtNmTJFB3ol7hT+4nuNB4DvuuuumF+H/3yCwSCXX3659vol7hT+IoQ2AKWlpcyaNStul382M2bPnk1paan2+iXuFP4iYVu3bqWiooLp06e3+7Gqqqqorq4+5yUe+vbty9///d+za9cu3Y5RPKHwF4mwefNmhg8f3qZLM0Q6c+YM+/fvp3///t9a3qdPH+677z6mT5/Or3/9awW/eMYa7zmaTMwsFzjhdR3SOV1++eUMHDiQN998k/a8PgKBALNnz2b37t0cO3aMSZMmkZaWxnvvvcfu3btjWLFIk/KccyfPtVLhL9KEBx98kNLSUvbt29euxwkEAjz22GOcOXOGJUuWKPQlnpoNf037iDRhyZIlXH/99e0++JuWlkZKSgq/+93vFPySUBT+Ik0oLy/HOdfuWz8Gg0FSU1Opq6uLUWUisaHwFzmHl19+mVtvvZW0tLQ2P8bUqVNZvnx5DKsSiQ2Fv8g51NTUsHbtWqZMmdLmxygqKuLrr7+OYVUisaHwF2nGli1buOSSS9q095+ZmUmXLl04dOhQB1Qm0j4Kf5Fm1NTUkJ6e3qbr/l9wwQUcO3ZMt2SUhKTwFzmPFStWMGnSpFb9TjAYpKSkhLfeequDqhJpH4W/yHns3buXvn37tmrvPysri6ysLA4fPtyBlYm0ncJf5DwqKiooKCggPT29xb8zefJkVqxY0YFVibSPwl+kBY4cOUK3bt1a1DcYDNKrVy/27t3bwVWJtJ3CX6QFSktLmTZtWov6dunShYyMDI4cOdLBVYm0ncJfpIXacsaPSKJq11+zmT1lZs7MnolYZmb2tJmVm9lpM1tpZkOjfi/dzJ41s8NmVmVmC82sfZ+jFxGRFmtz+JvZKOBhIPqC5D8F/hZ4HBgFVADLzCwnos8zwBzgTmA8kA0sNrP43kNPpIUOHTpETk5Oqw76iiSyNoW/mWUDLwMPAccilhvwY+Dnzrk3nHPbgPuBLODucJ884EHg75xzy51zHwP3AsOBqW0fikjHOX36NFVVVee8M5dIsmnrnv9vgLecc9FXrLoQ6AGUNi5wztUC7wPjwotGAqlRfcqBbRF9viU8TZTb2ICcpvqJdKRFixZx4403au5fOoVW/xWb2Z3ACOCpJlb3CH89GLX8YMS6HkCdc+5YM32iPUXo5i2NbX8ryxZpt4qKCnJzc8nMzPS6FJF2a1X4m1lf4FfAvc65mma6Rt8ezJpY9p2Hb6bPL4C8iKaDwyIi7dDaPf+RQBGwyczqzawemAg8Ef6+cY8/eg++KGJdBZBmZgXN9PkW51ytc+5kYwMqW1m3SNxMmDCBNWvWxPxxCwsLY/6Y4l+tDf93CR2YvTKibSR08PdKYDehcD/7aRgzSyO0gVgbXrQJ+CaqT09gWEQfkYR04sQJ8vLymu3Tr1+/mH66Nzs7m0cffZQRI0bE7DFFUlrT2TlXSejA7FlmVgUcCZ/ZQ/ic/5+Z2Q5gB/AzoBp4JfwYJ8zs34F/NrMjwFHgl8BfAN3ySBLa22+/zQ033MDvfve7uDxfcXExY8eO5eWXX9ZNYSSmWhX+LfRPQCbwW6AAWAdMD284Gv0EqAdeDfd9F3jAOdfQAfWIxMyRI0eor6+nsLCwyZu0XHDBBZw+fZoTJ060+7mKi4vJy8vj17/+NQ0NemlIbJlz5zsOm3jCp3u2/9Ul0gZZWVncd999HDhwgNWrV3P06FEAevTowfXXX8+rr77K6dOn2/UcxcXF5ObmUlpaev7OIk3LCx8jbZLCX6QNAoEAV155JSNGjGDRokWYWcyCf8SIEfTu3ZvFixeTjK9PSRgKf5GOkpWVxdy5c8nOzuY3v/lNu4M/Ozub2267jTfffPPsOwqRNmo2/PVRRZF2qK6u5o033qCurq7dwQ9QUlLC+vXrFfzS4RT+Iu3U0NAQk+mZ4uJiTpw4wfbt22NQlUjzFP4iCaDxAO+yZcs0zy9x0RGneor4ypkzZ4DQQeDG71uqS5cujBw5kvT0dAW/xJX2/EXa6dixY5gZ+fn5rfq97Oxsbr/9doLBIMuXL1fwS1xpz18kRkK3s2iZYDDIfffdx6uvvqp7/YontOcvEgPV1dVkZWW1uP+YMWPYtWuXgl88o/AXiYGFCxcye/bsFvUdM2bM2YO7Il5R+IvEQF1dHSkpKee9y1dKSgqjR4/mww8/1By/eErhLxIDx48fp6GhgYKC6NtUfNvVV1/N559/HpMLv4m0h8JfJIaaO+ibn5/PmDFjNN0jCUHhLxIjNTU1ZGRkNLkuOzubm2++mZdfflnTPZIQFP4iMbJw4UJmzZr1neXjxo3j/vvvZ9GiRRw+fNiDykS+S+EvEiO1tbWkpaWdnfrJycnh4YcfJisri//4j//QaZ2SUHRJZ5EYMTPGjRtHRkYGtbW1DB8+nAULFlBRUaGpHvGCLuksEg/OOdauXcvw4cPp1q0bf/zjHzlw4ICCXxKSwl8khpxz1NbWUlZWFpPr+4t0FIW/iIgPKfxFRHxI4S8i4kMKfxERH1L4i8RQeno6KSkpVFVVeV2KSLMU/iIxlJGRQUpKCqdOnfK6FJFmKfxFYiglJYX6+nqvyxA5L4W/SAzNnj2bhQsXel2GyHkp/EViKCsri+rqaq/LEDkvhb9IjKSnpxMIBPTJXkkKCn+RGLniiivYuXOnDvZKUlD4i8RAVlYWI0eO5IMPPvC6FJEWUfiLxMAdd9zB22+/rb1+SRoKf5EYyMnJUfBLUlH4i4j4kMJfRMSHFP4iIj6k8BcR8SGFv0g7paWlAVBbW+txJSItp/AXaaecnBycczrbR5KKwl9ExIdaFf5m9rSZuahWEbHewn3Kzey0ma00s6FRj5FuZs+a2WEzqzKzhWbWJ1YDEhGR82vLnv8nQM+INjxi3U+BvwUeB0YBFcAyM8uJ6PMMMAe4ExgPZAOLzSzYhlpERKQNUtrwO/XOuYrohWZmwI+Bnzvn3ggvux84CNwNPG9mecCDwH3OueXhPvcC+4CpwDtNPaGZpQPpEYtymuonIiIt05Y9/yHhaZ0vzezPZjYwvPxCoAdQ2tjROVcLvA+MCy8aCaRG9SkHtkX0acpTwImItr8NdYuISFhrw38dMBe4HniIUNivNbNu4e8htKcf6WDEuh5AnXPuWDN9mvILIC+i6RiBiEg7tGraxzm3JOLHv5jZh8Au4H6grLFb1K9ZE8uiNdsn/A7i7EnUoRkmERFpq3ad6umcqwL+AgwhdHAXvrsHX8Rf3w1UAGlmVtBMHxER6WDtCv/wgdhLgQPAl4TCfVrE+jRgIrA2vGgT8E1Un57AsIg+Ikmlrq6OPXv2eF2GSOs451rcgF8SCvMLgTHAIuAk0D+8/kngOKFTOYcBrwDlQE7EYzxH6OyeKcBVwLvAZiDYijpyCU0Tqampqak13XKby9HWnurZB/jfQHfgEKF5/mLn3N7w+n8CMoHfAgWEDhBPd85VRjzGT4B64NVw33eBB5xzDa2sRURE2sjCe9JJxcxyCZ3yKSIiTctzzp0810pd20dExIcU/iIiPqTwFxHxIYW/iIgPKfxFRHxI4S8i4kMKfxERH1L4i4j4kMJfRMSHFP4iIj6k8BcR8SGFv4iIDyn8RUR8SOEvIuJDCn8RER9S+IuI+JDCX0TEhxT+IiI+pPAXEfEhhb+IiA8p/EVEfEjhLyLiQwp/EREfUviLiPiQwl9ExIcU/iIiPqTwFxHxIYW/iIgPKfxFRHxI4S8i4kMKfxERH1L4i4j4kMJfRMSHFP4iIj6k8BcR8SGFv4iIDyn8RUR8SOEvIuJDCn8RER9S+IuI+JDCX0TEhxT+IiI+lKzhn+N1ASIiCa7ZnDTnXLwKiRkzM+Ai4DOgD1DpbUXtkgPsR+NIJJ1lLBpH4onXWHKActdMwKd04JN3GOecM7MD4R8rnXMnPS2oHULbMUDjSBidZSwaR+KJ41jO+9jJOu0jIiLtoPAXEfGhZA7/WuC/hb8mM40j8XSWsWgciSdhxpKUB3xFRKR9knnPX0RE2kjhLyLiQwp/EREfUviLiPiQwl9ExIeSMvzN7Idm9qWZ1ZjZJjOb4HVNkczsWjNbZGblZubM7Oao9WZmT4fXnzazlWY2NKpPupk9a2aHzazKzBaaWZ84j+MpM9tgZpVm9rWZLTCzi5NtLGb2qJltNbOT4fahmZUk0xiaEv7/cWb2TMSypBhLuEYX1SqSbRzhOnqb2UtmdsTMqs1ss5mNTPixOOeSqgF3AHXA94FLgWeAU0A/r2uLqLEE+EfgFsABN0etf5LQx69vAYYBfwbKgZyIPs8RugbIVOAq4D1gMxCM4ziWAg8AQ4ErgMXAXqBLMo0FmAXMJHQ9qIuAn4f/hoYmyxiaGNMo4EtgC/BMMv1/hGt4GtgG9IhohUk4jgJgD/AHYDQwAJgCDEr0scT9jzYG/9jrgOeiln0K/MLr2s5R77fCHzDgAPBkxLJ04DjwSPjnvHA43RHRpxfQAFzv4VgKw+O5thOM5SjwYDKOAcgGvggHxUrC4Z9MYyEU/pvPsS6ZxvE/gA+aWZ+wY0mqaR8zSwNGAqVRq0qBcfGvqE0uJLSXc3YMzrla4H3+OoaRQGpUn3JCe0pejjMv/PVo+GvSjcXMgmZ2J9AF+JAkHAPwG+At59zyqOXJNpYh4amQL83sz2Y2MLw8mcYxG9hoZq+Fp0Y/NrOHItYn7FiSKvyB7kAQOBi1/CChf+Bk0Fhnc2PoAdQ554410yeuzMyAfwFWO+e2hRcnzVjMbLiZnSL0sfp/A+Y457aTRGMACG+4RgBPNbE6mcayDpgLXA88FH7utWbWjeQax0DgUWAHobH8G/BrM5sbXp+wY0nKSzoTmnqIZE0sS3RtGYOX4/xX4HJgfBPrkmEsnwNXAvnA94AXzGxixPqEH4OZ9QV+BUx3ztU00zXhx+KcWxLx41/M7ENgF3A/UNbYLerXEm4chHagNzrnfhb++ePwwdxHgT9F9Eu4sSTbnv9hQvNg0VvDIr67ZU1UjWc0NDeGCiDNzAqa6RM3ZvYsobe3k5xz+yNWJc1YnHN1zrmdzrmNzrmnCB0o/RFJNAZC0wNFwCYzqzezemAi8ET4+8ZakmEs3+KcqwL+Agwhuf5PDgDbo5Z9CvQLf5+wY0mq8HfO1QGbgGlRq6YBa+NfUZt8Seg/++wYwscyJvLXMWwCvonq05PQmQJxG2f4FLV/JXSWwmTn3JdRXZJmLE0wQgfekmkM7wLDCb2DaWwbgZfD3+8mecbyLWaWTujsvQMk1//JGuDiqGUXETorDhJ5LPE6Kh7Do+uNp3r+J0J/LP+T0Kme/b2uLaLGbP764nTAT8Lf9wuvf5LQ0f454f/gV2j61K99hE4bu4rQC38z8T2N7bfhOify7VPyMiP6JPxYgP8OTCB0Gt5wQqd6NgDTkmUMzYxtJd891TPhxwL8Mvx3dSEwBlhE6HTI/kk2jlGEgvtnwGDgbqAKuCfR/088+6Nt5z/4DwmdW1tLaKt5rdc1RdV3HaHQj25/DK83Qqe6HQBqCB35Hxb1GBnAs8ARoDr84ugb53E0NQYHPBDRJ+HHAvx7xN/L18BywsGfLGNoZmwr+Xb4J8VY+Ou57nXA/wVeBy5LtnGE67iR0JRVDaEpn4ei1ifkWHQ9fxERH0qqOX8REYkNhb+IiA8p/EVEfEjhLyLiQwp/EREfUviLiPiQwl9ExIcU/iIiPqTwFxHxIYW/iIgPKfxFRHzo/wcx9pyECy2omgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Skeletonize the mask \n", "#%matplotlib notebook\n", "# To enable the zoom feature to better see fine lines, uncomment the line above ^^ \n", "\n", "# Inputs:\n", "# mask = Binary image data\n", "skeleton = pcv.morphology.skeletonize(mask=cropped_mask)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Prune the skeleton \n", "# Generally, skeletonized images will have barbs (this image is particularly ideal, \n", "# that's why it's the example image in the tutorial!), \n", "# representing the width, that need to get pruned off. \n", "\n", "# Inputs:\n", "# skel_img = Skeletonized image\n", "# size = Size to get pruned off each branch\n", "# mask = (Optional) binary mask for debugging. If provided, debug image will be overlaid on the mask.\n", "img1, seg_img, edge_objects = pcv.morphology.prune(skel_img=skeleton, size=10, mask=cropped_mask)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fill in segments (also stores out area data) \n", "\n", "# Inputs:\n", "# mask = Binary image, single channel, object = 1 and background = 0\n", "# objects = List of contours\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Identify branch points \n", "\n", "# Inputs:\n", "# skel_img = Skeletonized image\n", "# mask = (Optional) binary mask for debugging. If provided, debug image will be overlaid on the mask.\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "branch_pts_mask = pcv.morphology.find_branch_pts(skel_img=skeleton, mask=cropped_mask, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Identify tip points \n", "\n", "# Inputs:\n", "# skel_img = Skeletonized image\n", "# mask = (Optional) binary mask for debugging. If provided, debug \n", "# image will be overlaid on the mask\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "tip_pts_mask = pcv.morphology.find_tips(skel_img=skeleton, mask=None, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Adjust line thickness with the global line thickness parameter (default = 5),\n", "# and provide binary mask of the plant for debugging. NOTE: the objects and\n", "# hierarchies returned will be exactly the same but the debugging image (segmented_img)\n", "# will look different.\n", "pcv.params.line_thickness = 3 \n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Sort segments into primary (stem) objects and secondary (leaf) objects. \n", "# Downstream steps can be performed on just one class of objects at a time, \n", "# or all objects (output from segment_skeleton) \n", " \n", "# Inputs:\n", "# skel_img = Skeletonized image\n", "# objects = List of contours\n", "# mask = (Optional) binary mask for debugging. If provided, debug image will be overlaid on the mask.\n", "leaf_obj, stem_obj = pcv.morphology.segment_sort(skel_img=skeleton, \n", " objects=edge_objects,\n", " mask=cropped_mask)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Identify segments \n", "\n", "# Inputs:\n", "# skel_img = Skeletonized image\n", "# objects = List of contours\n", "# mask = (Optional) binary mask for debugging. If provided, \n", "# debug image will be overlaid on the mask.\n", "segmented_img, labeled_img = pcv.morphology.segment_id(skel_img=skeleton,\n", " objects=leaf_obj,\n", " mask=cropped_mask)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Similar to line thickness, there are optional text size and text thickness parameters \n", "# that can be adjusted to better suit images or varying sizes.\n", "pcv.params.text_size=.8 # (default text_size=.55)\n", "pcv.params.text_thickness=3 # (defaul text_thickness=2) \n", "\n", "segmented_img, labeled_img = pcv.morphology.segment_id(skel_img=skeleton,\n", " objects=leaf_obj,\n", " mask=cropped_mask)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure path lengths of segments \n", "\n", "# Inputs:\n", "# segmented_img = Segmented image to plot lengths on\n", "# objects = List of contours\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_path_length(segmented_img=segmented_img, \n", " objects=leaf_obj, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure euclidean distance of segments \n", "\n", "# Inputs:\n", "# segmented_img = Segmented image to plot lengths on\n", "# objects = List of contours\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_euclidean_length(segmented_img=segmented_img, \n", " objects=leaf_obj, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure curvature of segments \n", "\n", "# Inputs:\n", "# segmented_img = Segmented image to plot curvature on\n", "# objects = List of contours\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_curvature(segmented_img=segmented_img, \n", " objects=leaf_obj, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure the angle of segments \n", "\n", "# Inputs:\n", "# segmented_img = Segmented image to plot angles on\n", "# objects = List of contours\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_angle(segmented_img=segmented_img, \n", " objects=leaf_obj, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure the tangent angles of segments \n", "\n", "# Inputs:\n", "# segmented_img = Segmented image to plot tangent angles on\n", "# objects = List of contours\n", "# size = Size of ends used to calculate \"tangent\" lines\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_tangent_angle(segmented_img=segmented_img, \n", " objects=leaf_obj, size=15, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Measure the leaf insertion angles \n", "\n", "# Inputs:\n", "# skel_img = Skeletonize image \n", "# segmented_img = Segmented image to plot insertion angles on\n", "# leaf_objects = List of leaf contours\n", "# stem_objects = List of stem objects \n", "# size = Size of the inner portion of each leaf to find a linear regression line\n", "# label = Optional label parameter, modifies the variable name of observations recorded. (default `label=\"default\"`)filled_img = pcv.morphology.fill_segments(mask=cropped_mask, objects=edge_objects)\n", "\n", "labeled_img = pcv.morphology.segment_insertion_angle(skel_img=skeleton,\n", " segmented_img=segmented_img, \n", " leaf_objects=leaf_obj, \n", " stem_objects=stem_obj,\n", " size=20, label=\"default\")\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Write morphological data to results file\n", "\n", "# The save results function will take the measurements stored when running any PlantCV analysis functions, format, \n", "# and print an output text file for data analysis. The Outputs class stores data whenever any of the following functions\n", "# are ran: analyze_bound_horizontal, analyze_bound_vertical, analyze_color, analyze_nir_intensity, analyze_object, \n", "# fluor_fvfm, report_size_marker_area, watershed. If no functions have been run, it will print an empty text file \n", "pcv.outputs.save_results(filename=args.result)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To view and/or download the text file output (saved in JSON format)...\n", "1) To see the text file with data that got saved out, click “File” tab in top left corner.\n", "2) Click “Open…”\n", "3) Click on the file named “morphology_tutorial_results.txt”\n", "\n", "Check out documentation on how to [convert JSON](https://plantcv.readthedocs.io/en/latest/tools/#convert-output-json-data-files-to-csv-tables) format output into table formatted output. Depending on the analysis steps a PlantCV user may have two CSV files (single value traits and multivalue traits). \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 1 }