Most Lucky Imaging tools like Autostakkert use blur detection (laplace variance) to detect a sharp planetary image. Sometimes the plant is not round and looks more then a egg, do to the seeing. This is a test to find this images. a and b should be equal in a high quality image!

fitelipse_planet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "52 45\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4800x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63 64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4800x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "49 52\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4800x2400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# based on https://scikit-image.org/docs/stable/auto_examples/edges/plot_circular_elliptical_hough_transform.html\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from skimage import io, color, img_as_ubyte\n",
    "from skimage.feature import canny\n",
    "from skimage.transform import hough_ellipse\n",
    "from skimage.draw import ellipse_perimeter\n",
    "from numpy.lib.recfunctions import append_fields\n",
    "\n",
    "image_rgb = []\n",
    "# Load picture\n",
    "image_rgb.append(io.imread('pl2.png')[:,:,:3])\n",
    "image_rgb.append(io.imread('jupiter.jpg'))#[:,:,:3]\n",
    "image_rgb.append(io.imread('pl1.png')[:,:,:3])\n",
    "\n",
    "\n",
    "for img_rgb in image_rgb:\n",
    "    image_gray = color.rgb2gray(img_rgb)\n",
    "    edges = canny(image_gray, sigma=3.0, low_threshold=0.0, high_threshold=0.2)\n",
    "\n",
    "    # Perform a Hough Transform\n",
    "    # The accuracy corresponds to the bin size of a major axis.\n",
    "    # The value is chosen in order to get a single high accumulator.\n",
    "    # The threshold eliminates low accumulators\n",
    "    results = hough_ellipse(edges, accuracy=20, threshold=200)#, min_size=100, max_size=120)\n",
    "    if len(results) <= 0:\n",
    "        plt.imshow(edges)\n",
    "\n",
    "        plt.show()\n",
    "        continue\n",
    "\n",
    "    # add largest elipse, but not used\n",
    "    sum_ab = results['a'] * results['b']\n",
    "    results = append_fields(results, 'ab', sum_ab, usemask=False)\n",
    "\n",
    "    results.sort(order='accumulator')\n",
    "\n",
    "    for result in results[-1:]:\n",
    "\n",
    "        # Estimated parameters for the ellipse\n",
    "        best = list(result)\n",
    "        yc, xc, a, b = (int(round(x)) for x in best[1:5])\n",
    "        orientation = best[5]\n",
    "\n",
    "        print(a, b)\n",
    "\n",
    "        # Draw the ellipse on the original image\n",
    "        cy, cx = ellipse_perimeter(yc, xc, a, b, orientation)\n",
    "        img_rgb[cy, cx] = (0, 0, 255)\n",
    "        # Draw the edge (white) and the resulting ellipse (red)\n",
    "        edges = color.gray2rgb(img_as_ubyte(edges))\n",
    "        edges[cy, cx] = (250, 0, 0)\n",
    "\n",
    "    fig2, (ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(8, 4),\n",
    "                                    sharex=True, sharey=True)\n",
    "\n",
    "    ax1.set_title('Original picture')\n",
    "    ax1.imshow(img_rgb)\n",
    "\n",
    "    ax2.set_title('Edge (white) and result (red)')\n",
    "    ax2.imshow(edges)\n",
    "\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
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  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}