{ "cells": [ { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from skimage import img_as_float, filters\n", "from skimage.util import random_noise\n", "from skimage.restoration import denoise_tv_chambolle, denoise_bilateral, denoise_wavelet, estimate_sigma" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "img = io.imread('samples/rain_140_1.png')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(img)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "original = img_as_float(img)\n", "sigma = 0.355\n", "noisy = random_noise(original, var=sigma**2)\n", "sigma_est = estimate_sigma(noisy, multichannel=True, average_sigmas=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(denoise_tv_chambolle(noisy, weight=0.1, multichannel=True))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "The parameter `image` must be a 2-dimensional array", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0medges\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msobel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moriginal\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.virtualenvs/playground-xrdzk4oU/lib/python3.7/site-packages/skimage/filters/edges.py\u001b[0m in \u001b[0;36msobel\u001b[0;34m(image, mask)\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0;34m>>\u001b[0m\u001b[0;34m>\u001b[0m \u001b[0medges\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msobel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcamera\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 102\u001b[0m \"\"\"\n\u001b[0;32m--> 103\u001b[0;31m \u001b[0massert_nD\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 104\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msobel_h\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msobel_v\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.virtualenvs/playground-xrdzk4oU/lib/python3.7/site-packages/skimage/_shared/utils.py\u001b[0m in \u001b[0;36massert_nD\u001b[0;34m(array, ndim, arg_name)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg_empty_array\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0marg_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 177\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 178\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg_incorrect_dim\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0marg_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'-or-'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mndim\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 179\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: The parameter `image` must be a 2-dimensional array" ] } ], "source": [ "edges = filters.sobel(original)" ] }, { "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }