diff --git a/doc/source/tutorials/02-CreatingPatterns.ipynb b/doc/source/tutorials/02-CreatingPatterns.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..f59ce8d80e817e2ec02f551a87827f42186cb0d2 --- /dev/null +++ b/doc/source/tutorials/02-CreatingPatterns.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bolirev/.virtualenvs/toolbox-navigation/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", + " return f(*args, **kwds)\n" + ] + } + ], + "source": [ + "import matplotlib as mp\n", + "from navipy.arenatools.patterns import generate_1overf_noise\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating patterns\n", + "\n", + "## Pink noise\n", + "\n", + "Generating patterns with $1/f^\\beta$ frequency distribution (pink noise) that mimic the statistics of natural images. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def norm_imgray(img):\n", + " if img.ndim!=2:\n", + " raise NameError('Not a gray image, ndim!=2')\n", + " face=img[...,np.newaxis]\n", + " face=face.repeat(3,axis=2)\n", + " face-=face.min()\n", + " if face.max()<=0:\n", + " face +=1\n", + " else:\n", + " face=face/face.max()\n", + " return face\n", + "\n", + "def gray2red(img):\n", + " face=norm_imgray(img)\n", + " face=1-face\n", + " face[:,:,1]=1-face[:,:,0]\n", + " face[:,:,2]=1-face[:,:,0]\n", + " face[:,:,0]=1\n", + " face*=255\n", + " return face.astype(np.uint8)\n", + "\n", + "def gray2purple(img):\n", + " face=norm_imgray(img)\n", + " face=1-face\n", + " face[:,:,0]*=80/255\n", + " face[:,:,1]*=255/255\n", + " face[:,:,2]*=0/255\n", + " face=face.max()-face\n", + " face-=0.5\n", + " face=127+170*face\n", + " return face.astype(np.uint8)\n", + "\n", + "def gray2orange(img):\n", + " face=norm_imgray(img)\n", + " face=1-face\n", + " face[:,:,0]*=0/255\n", + " face[:,:,1]*=80/255\n", + " face[:,:,2]*=255/255\n", + " face=face.max()-face\n", + " face-=0.5\n", + " face=127+170*face\n", + " return face.astype(np.uint8)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pink noise of different colours \n", + "#### Black-white" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "image_dim = (210,297) #in pixel\n", + "beta=1.7 # a number usually between 1 and 2\n", + "# Gray image\n", + "imgnoise = generate_1overf_noise(image_dim,beta)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Red-white\n", + "Seen as black-white image by bees, and homogeneous background for near-IR cameras" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "imgnoise_red = gray2red(imgnoise.copy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Orange-white and Purple-white\n", + "Useful for colour learning / direction association" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "imgnoise_orange = gray2orange(imgnoise.copy())\n", + "imgnoise_purple = gray2purple(imgnoise.copy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### An overview" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f3e39f2c6d8>" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 720x720 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,axarr = plt.subplots(2,2, figsize=(10,10))\n", + "\n", + "axarr[0,0].imshow(imgnoise,'gray')\n", + "axarr[0,1].imshow(imgnoise_red)\n", + "axarr[1,0].imshow(imgnoise_orange)\n", + "axarr[1,1].imshow(imgnoise_purple)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### How to save the pattern, and convert for printing\n", + "\n", + "In python:\n", + "```python\n", + "mp.image.imsave('PathToImage.png', imgnoise)\n", + "```\n", + "\n", + "Within Ubuntu-terminal:\n", + "\n", + "The image have been generated with 1 pixel per milimeter, thus a density of 25.4 point per inch. To convert the images to pdf I used the following command:\n", + "\n", + "``` bash\n", + "for f in *.png; do echo ${f::-4}; convert $f -density 25.4 ${f::-4}.pdf; done\n", + "```" + ] + } + ], + "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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/source/tutorials/index.rst b/doc/source/tutorials/index.rst index 927edd30d7ebce8b7f88f01a52f90d8e7ce9bb4f..9fb4b9345c919977318007ee03372897b667e2c8 100644 --- a/doc/source/tutorials/index.rst +++ b/doc/source/tutorials/index.rst @@ -5,6 +5,7 @@ Tutorials :maxdepth: 1 01-building-arena.ipynb + 02-CreatingPatterns.ipynb 02-recording-animal-trajectory.ipynb 02a-orientation-background.ipynb 02b-orientation-3markers.ipynb