{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['CUDA_VISIBLE_DEVICES']='3' " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import fastai\n", "from fastai import *\n", "from fastai.vision import *\n", "from fastai.callbacks import *\n", "from fastai.vision.gan import *\n", "from fasterai.dataset import *\n", "from fasterai.visualize import *\n", "from fasterai.tensorboard import *\n", "from fasterai.loss import *\n", "from fasterai.filters import *\n", "from fasterai.generators import *\n", "from pathlib import Path\n", "from itertools import repeat\n", "plt.style.use('dark_background')\n", "torch.backends.cudnn.benchmark=True" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Adjust this 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=21" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def colorize_gen_learner_exp(data:ImageDataBunch, gen_loss=FeatureLoss(), arch=models.resnet34):\n", " return unet_learner3(data, arch, wd=1e-3, blur=True, norm_type=NormType.Spectral,\n", " self_attention=True, y_range=(-3.,3.), loss_func=gen_loss)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#TODO: Replace this with loading learner via exported learner.\n", "data = get_dummy_databunch()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "learn = colorize_gen_learner_exp(data=data)\n", "#switch to read models from proper place\n", "learn.path = Path('data/imagenet/ILSVRC/Data/CLS-LOC/bandw')\n", "learn.load('ColorizeNew3_gen224')\n", "#learn.load('colorize1b_gen_224')\n", "learn.model.eval()\n", "filtr = MasterFilter([ColorizerFilter(learn=learn)], render_factor=render_factor)\n", "vis = ModelImageVisualizer(filtr, results_dir='result_images')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1852GatekeepersWindsor.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Chief.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1850SchoolForGirls.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/AtlanticCityBeach1905.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/CottonMillWorkers1913.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/BrooklynNavyYardHospital.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/FinnishPeasant1867.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/AtlanticCity1905.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/PushingCart.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Drive1905.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/IronLung.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/FamilyWithDog.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/DayAtSeaBelgium.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/marilyn_woods.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/OldWomanSweden1904.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/WomenTapingPlanes.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/overmiller.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/BritishDispatchRider.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/MuseauNacionalDosCoches.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/abe.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/RossCorbettHouseCork.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/HPLabelleOfficeMontreal.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/einstein_beach.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/airmen1943.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/20sWoman.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/egypt-1.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Rutherford_Hayes.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/einstein_portrait.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/pinkerton.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/WaltWhitman.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dorothea-lange.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Hemmingway2.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/hemmingway.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/smoking_kid.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/teddy_rubble.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dustbowl_2.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/camera_man.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/migrant_mother.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/marktwain.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/HelenKeller.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Evelyn_Nesbit.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Eddie-Adams.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/soldier_kids.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/AnselAdamsYosemite.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/unnamed.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/workers_canyon.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/CottonMill.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/JudyGarland.jpeg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/kids_pit.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/last_samurai.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/AnselAdamsWhiteChurch.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ 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"vis.plot_transformed_image(\"test_images/wilson-slaverevivalmeeting.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/ww1_trench.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/women-bikers.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Unidentified1855.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/skycrapper_lunch.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/sioux.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ 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"vis.plot_transformed_image(\"test_images/helmut_newton-.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Greece1911.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/FatMenClub.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/EgyptColosus.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/egypt-2.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dustbowl_sd.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dustbowl_people.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dustbowl_5.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/dustbowl_1.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/DriveThroughGiantTree.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/covered-wagons-traveling.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/civil-war_2.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/civil_war_4.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/civil_war_3.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/civil_war.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/BritishSlum.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/bicycles.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/brooklyn_girls_1940s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/40sCouple.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1946Wedding.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Dolores1920s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/TitanicGym.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/FrenchVillage1950s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/ClassDivide1930sBrittain.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1870sSphinx.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1890Surfer.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/TV1930s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1864UnionSoldier.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1890sMedStudents.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/BellyLaughWWI.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/PiggyBackRide.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/HealingTree.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/ManPile.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1910Bike.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/FreeportIL.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/DutchBabyCoupleEllis.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/InuitWoman1903.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1920sDancing.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/AirmanDad.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1910Racket.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1880Paris.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Deadwood1860s.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1860sSamauris.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/LondonUnderground1860.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Mid1800sSisters.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1860Girls.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/SanFran1851.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Kabuki1870s.png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/Mormons1870s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/EgyptianWomenLate1800s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/PicadillyLate1800s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/SutroBaths1880s.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/1880sBrooklynBridge.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vis.plot_transformed_image(\"test_images/ChinaOpiumc1880.jpg\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ 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