ImageColorizerArtisticTests.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#NOTE:  This must be the first call in order to work properly!\n",
    "from deoldify import device\n",
    "from deoldify.device_id import DeviceId\n",
    "#choices:  CPU, GPU0...GPU7\n",
    "device.set(device=DeviceId.GPU0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from deoldify.visualize import *\n",
    "plt.style.use('dark_background')\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, message=\".*?Your .*? set is empty.*?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Adjust render_factor (int) if image doesn't look quite right (max 64 on 11GB GPU).  The default here works for most photos.  \n",
    "#It literally just is a number multiplied by 16 to get the square render resolution.  \n",
    "#Note that this doesn't affect the resolution of the final output- the output is the same resolution as the input.\n",
    "#Example:  render_factor=21 => color is rendered at 16x21 = 336x336 px.  \n",
    "render_factor=35"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis = get_image_colorizer(render_factor=render_factor, artistic=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/poolparty.jpg\", render_factor=38, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1852GatekeepersWindsor.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=14, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AtlanticCityBeach1905.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CottonMillWorkers1913.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BrooklynNavyYardHospital.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FinnishPeasant1867.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AtlanticCity1905.png\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PushingCart.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Drive1905.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/IronLung.png\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FamilyWithDog.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DayAtSeaBelgium.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=29, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/OldWomanSweden1904.jpg\", render_factor=36, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WomenTapingPlanes.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/overmiller.jpg\", render_factor=13, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BritishDispatchRider.jpg\", render_factor=19, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/MuseauNacionalDosCoches.jpg\", render_factor=17, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/abe.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/RossCorbettHouseCork.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HPLabelleOfficeMontreal.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\", render_factor=29, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/airmen1943.jpg\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/20sWoman.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-1.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Rutherford_Hayes.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/einstein_portrait.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/pinkerton.jpg\", render_factor=13, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WaltWhitman.jpg\", render_factor=12, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Hemmingway2.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/hemmingway.jpg\", render_factor=9, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/smoking_kid.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/teddy_rubble.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_2.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/camera_man.jpg\", render_factor=23, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marktwain.jpg\", render_factor=10, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HelenKeller.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Eddie-Adams.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/soldier_kids.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AnselAdamsYosemite.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/unnamed.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/workers_canyon.jpg\", render_factor=48, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CottonMill.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/JudyGarland.jpeg\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/kids_pit.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/last_samurai.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AnselAdamsWhiteChurch.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/opium.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dorothea_lange_2.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/rgs.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wh-auden.jpg\", render_factor=24, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/w-b-yeats.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_portrait.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\", render_factor=38, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ww1_trench.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/women-bikers.png\", render_factor=47, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Unidentified1855.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/skycrapper_lunch.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/sioux.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/school_kids.jpg\", render_factor=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/royal_family.jpg\", render_factor=33, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/redwood_lumberjacks.jpg\", render_factor=47, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/poverty.jpg\", render_factor=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/paperboy.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/NativeAmericans.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/helmut_newton-.jpg\", render_factor=43, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Greece1911.jpg\", render_factor=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FatMenClub.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/EgyptColosus.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-2.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_sd.jpg\", render_factor=12, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_people.jpg\", render_factor=24, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_5.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_1.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DriveThroughGiantTree.jpg\", render_factor=39, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/covered-wagons-traveling.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil-war_2.jpg\", render_factor=12, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_4.jpg\", render_factor=15, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_3.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BritishSlum.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
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