ImageColorizerStableTests.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=False)\n",
    "#vis = get_video_colorizer(render_factor=render_factor).vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/poolparty.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1852GatekeepersWindsor.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Chief.jpg\", render_factor=10, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\", render_factor=42, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AtlanticCityBeach1905.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CottonMillWorkers1913.jpg\", 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\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AtlanticCity1905.png\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PushingCart.jpg\", render_factor=24, 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=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FamilyWithDog.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DayAtSeaBelgium.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/OldWomanSweden1904.jpg\", render_factor=20, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WomenTapingPlanes.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/overmiller.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BritishDispatchRider.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/MuseauNacionalDosCoches.jpg\", render_factor=19, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/abe.jpg\", render_factor=13, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/RossCorbettHouseCork.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HPLabelleOfficeMontreal.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/airmen1943.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/20sWoman.jpg\", render_factor=24, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-1.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Rutherford_Hayes.jpg\", 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=7, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WaltWhitman.jpg\", render_factor=9, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Hemmingway2.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/hemmingway.jpg\", render_factor=14, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/smoking_kid.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/teddy_rubble.jpg\", render_factor=42, 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=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marktwain.jpg\", render_factor=14, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HelenKeller.jpg\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Eddie-Adams.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/soldier_kids.jpg\", 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=28, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/workers_canyon.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CottonMill.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/JudyGarland.jpeg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/kids_pit.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/last_samurai.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AnselAdamsWhiteChurch.jpg\", render_factor=25, 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=42, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/rgs.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wh-auden.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/w-b-yeats.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/marilyn_portrait.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\", render_factor=45, 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=23, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Unidentified1855.jpg\", render_factor=19, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/skycrapper_lunch.jpg\", render_factor=25, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/sioux.jpg\", render_factor=28, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/school_kids.jpg\", render_factor=20, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/royal_family.jpg\", render_factor=42, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/redwood_lumberjacks.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/poverty.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/paperboy.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/NativeAmericans.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/helmut_newton-.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Greece1911.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FatMenClub.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/EgyptColosus.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/egypt-2.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_sd.jpg\", 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\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/dustbowl_1.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DriveThroughGiantTree.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/covered-wagons-traveling.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil-war_2.jpg\", render_factor=42, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_4.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war_3.jpg\", render_factor=28, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/civil_war.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BritishSlum.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/bicycles.jpg\", render_factor=27, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/brooklyn_girls_1940s.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/40sCouple.jpg\", render_factor=21, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1946Wedding.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Dolores1920s.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\", render_factor=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FrenchVillage1950s.jpg\", render_factor=41, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FrenchVillage1950s.jpg\", render_factor=32, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1870sSphinx.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890Surfer.png\", render_factor=37, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/TV1930s.jpg\", render_factor=43, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1864UnionSoldier.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890sMedStudents.jpg\", render_factor=18, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/BellyLaughWWI.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PiggyBackRide.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/HealingTree.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ManPile.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1910Bike.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/FreeportIL.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/DutchBabyCoupleEllis.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/InuitWoman1903.png\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1920sDancing.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\", render_factor=13, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1910Racket.png\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1880Paris.jpg\", render_factor=16, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Deadwood1860s.jpg\", render_factor=13, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1860sSamauris.jpg\", render_factor=43, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Mid1800sSisters.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1860Girls.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/SanFran1851.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\", render_factor=8, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PicadillyLate1800s.jpg\", render_factor=26, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/SutroBaths1880s.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1880sBrooklynBridge.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ChinaOpiumc1880.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Locomotive1880s.jpg\", render_factor=9, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ViennaBoys1880s.png\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/VictorianDragQueen1880s.png\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Sami1880s.jpg\", render_factor=44, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ArkansasCowboys1880s.jpg\", render_factor=22, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Ballet1890Russia.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Rottindean1890s.png\", render_factor=20, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890sPingPong.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/London1937.png\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Harlem1932.jpg\", render_factor=37, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/OregonTrail1870s.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/EasterNyc1911.jpg\", render_factor=19, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1899NycBlizzard.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Edinburgh1920s.jpg\", render_factor=17, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890sShoeShopOhio.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890sTouristsEgypt.png\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1938Reading.jpg\", render_factor=19, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1850Geography.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1901Electrophone.jpg\", render_factor=10, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(8, 47):\n",
    "    vis.plot_transformed_image(\"test_images/1901Electrophone.jpg\", render_factor=i, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Texas1938Woman.png\", render_factor=38, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/MaioreWoman1895NZ.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WestVirginiaHouse.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1920sGuadalope.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1909Chicago.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1920sFarmKid.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/ParisLate1800s.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1900sDaytonaBeach.png\", render_factor=23, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1930sGeorgia.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/NorwegianBride1920s.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Depression.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1888Slum.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/LivingRoom1920Sweden.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1896NewsBoyGirl.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PetDucks1927.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1899SodaFountain.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/TimesSquare1955.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PuppyGify.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890CliffHouseSF.jpg\", render_factor=30, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1908FamilyPhoto.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1900sSaloon.jpg\", render_factor=43, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1890BostonHospital.jpg\", render_factor=40, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1870Girl.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/AustriaHungaryWomen1890s.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Shack.jpg\",render_factor=42, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/Apsaroke1908.png\", render_factor=35, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1948CarsGrandma.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/PlanesManhattan1931.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/WorriedKid1940sNyc.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1920sFamilyPhoto.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/CatWash1931.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1940sBeerRiver.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/VictorianLivingRoom.jpg\", render_factor=45, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1897BlindmansBluff.jpg\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/1874Mexico.png\", compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vis.plot_transformed_image(\"test_images/MadisonSquare1900.jpg\", render_factor=46, compare=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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