Récupération d’images avec Bing

Links: notebook, html, PDF, python, slides, slides(2), GitHub

Material for the hackathon ENSAE / BRGM / 2018. Les images sont extraites de tweets mais sont retweetées sans être retweetées.

%matplotlib inline
import matplotlib.pyplot as plt
from jyquickhelper import add_notebook_menu
add_notebook_menu()

Récupération d’images

Télécharger des images depuis ImageNet

Sources possibles: ImageNet

from ensae_projects.hackathon.image_helper import stream_download_images
dest_folder = "c:/temp/suricatenat_images/imagenet7"
res = list(stream_download_images("c:/temp/suricatenat_images/imagenet.synset7.txt",
                                  dest_folder, fLOG=print, skip=100))
len(res)

Télécharger des images depuis Bing

On peut s’inscrire sur l’API Bing ou télécharger quelques images. Les exemples suivant ont été récupérant en sauvant la page inondations 2016 après avoir fait défiler les résultats pour en afficher beaucoup.

from ensae_projects.hackathon.web_search_helper import extract_bing_result
urls = extract_bing_result("c:/temp/suricatenat_clean/urls/small bridge france - Bing images.html")
print(len(urls))
urls[:5]
735
['https://d2v9y0dukr6mq2.cloudfront.net/video/thumbnail/NyjYWBnugijqylcxa/videoblocks-eiffel-tower-sunrise-timelapse-with-boats-on-seine-river-and-in-paris-france-view-from-grenelle-bridge_sohfmyy2w_thumbnail-small01.jpg',
 'https://frank.itlab.us/france_2005/small_france/dsc_1739.jpg',
 'http://www.nickbooth.id.au/Europe11/images/Honfleur/H-reflects.jpg',
 'http://www.tauck.com/~/media/Images/Brand+Landing/Bridges/Bridges+Home+page+Banner/BridgesHome_ZS.ashx',
 'https://frank.itlab.us/france_2005/small/jul_23_paris_eurosat.jpg']

Télécharger des images depuis une liste d’urls

from ensae_projects.hackathon.image_helper import stream_download_images
got = list(stream_download_images(urls, dest_folder="c:/temp/suricatenat_clean/bing/", fLOG=print))
got[:5]
[stream_download_images] ... 1/735: 'https://d2v9y0dukr6mq2.cloudfront.net/video/thumbnail/NyjYWBnugijqylcxa/videoblocks-eiffel-tower-sunrise-timelapse-with-boats-on-seine-river-and-in-paris-france-view-from-grenelle-bridge_sohfmyy2w_thumbnail-small01.jpg'
[stream_download_images] error 403 for url 'http://www.nickbooth.id.au/Europe11/images/Honfleur/H-reflects.jpg'.
[stream_download_images] error 404 for url 'http://www.tauck.com/~/media/Images/Brand+Landing/Bridges/Bridges+Home+page+Banner/BridgesHome_ZS.ashx'.
[stream_download_images] wrong filename for url 'https://a0.muscache.com/im/pictures/0d274072-bb89-45d2-9188-20b9535a36c4.jpg?aki_policy=x_large'.
[stream_download_images] wrong filename for url 'https://laughingsquid.com/wp-content/uploads/2017/09/a-logging-truck-turns-and-impressively-crosses-a-small-bridge-in-france-with-a-full-load.png?w=750'.
[stream_download_images] error 503 for url 'http://stuffpoint.com/bridges-architectural-wonders-around-the-world/image/406101-bridges-architectural-wonders-around-the-world-lovely-bridge-reaching-a-small-landmass-in-the-bay-of.jpg'.
[stream_download_images] wrong filename for url 'http://i41.photobucket.com/albums/e257/riruriru/Fronkreich%202013/DSC01594_small_zps6d259b99.jpg~original'.
[stream_download_images] wrong filename for url 'https://a0.muscache.com/im/pictures/76fb1fb6-1b26-4c85-9e8e-af4f13bc15e1.jpg?aki_policy=x_large'.
[stream_download_images] error 400 for url 'https://www.wallpaperup.com/uploads/wallpapers/2014/03/26/309890/0e773b5b7d8aa2f0a2bf1fb339ce61ee.jpg'.
[stream_download_images] wrong filename for url 'http://i1.wp.com/romancolosseum.org/wp-content/uploads/2012/01/pont-du-gard.jpg?resize=500%2C375'.
[stream_download_images] error 404 for url 'http://iphonewalls.net/wp-content/uploads/2016/03/Venice+Italy+Small+Bridge+iPhone+6+Wallpaper.jpg'.
[stream_download_images] error 403 for url 'http://www.planetminecraft.com/files/resource_media/screenshot/1123/canyon-spawn_86247.jpg'.
[stream_download_images] ... 101/735: 'https://i.dailymail.co.uk/i/pix/2015/10/13/18/2D5FF8F500000578-3270916-Originally_the_Carrick_a_Rede_Rope_Bridge_in_Northern_Ireland_on-m-83_1444757867849.jpg'
[stream_download_images] cannot load image for url 'http://sca.salemsattic.com/lwblog/gallery/2/2007-02-09+Swiss+watching+construction+on+the+foot+bridge.jpg' due to cannot identify image file <_io.BytesIO object at 0x000001F8129F0FC0>
[stream_download_images] fails for url 'https://pull-liveandinvestoverseas-liveandinvestove.netdna-ssl.com/wp-content/uploads/2017/03/paris-bridge-small.jpg' due to HTTPSConnectionPool(host='pull-liveandinvestoverseas-liveandinvestove.netdna-ssl.com', port=443): Max retries exceeded with url: /wp-content/uploads/2017/03/paris-bridge-small.jpg (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0x000001F812A0B780>: Failed to establish a new connection: [Errno 11001] getaddrinfo failed')).
[stream_download_images] wrong filename for url 'https://a0.muscache.com/im/pictures/51376541/33c949fc_original.jpg?aki_policy=x_large'.
[stream_download_images] wrong filename for url 'http://i2.wp.com/traveluto.com/wp-content/uploads/2016/03/pont_du_gard.jpg?resize=810%2C536'.
[stream_download_images] wrong filename for url 'http://media.gettyimages.com/photos/construction-of-a-boat-bridge-over-the-small-rhine-french-army-in-picture-id859849280?s=612x612'.
[stream_download_images] wrong filename for url 'http://i41.photobucket.com/albums/e257/riruriru/Fronkreich%202013/DSC01604_small_zps0380043e.jpg~original'.
[stream_download_images] wrong filename for url 'https://i2.wp.com/www.wayfaringwithwagner.com/wp-content/uploads/2017/07/colmar-france-wayfaring-with-wagner-8.jpg?resize=1000%2C667&ssl=1'.
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/tote-bag/images/artworkimages/medium/1/bridge-of-alexandre-iii-in-paris-france-anastasy-yarmolovich.jpg?transparent=0&targetx=-181&targety=0&imagewidth=1126&imageheight=763&modelwidth=763&modelheight=763&backgroundcolor=9DA2AC&orientation=0&producttype=totebag-18-18&imageid=3275803'.
[stream_download_images] ... 201/735: 'https://www.telegraph.co.uk/content/dam/Travel/2017/February/procida-italy.jpg?imwidth=450'
[stream_download_images] wrong filename for url 'https://www.telegraph.co.uk/content/dam/Travel/2017/February/procida-italy.jpg?imwidth=450'.
[stream_download_images] wrong filename for url 'http://images.adsttc.com/media/images/5327/bbb2/c07a/805c/d800/033c/large_jpg/IMG_9818-9.jpg?1395112873'.
[stream_download_images] error 404 for url 'http://www.ventanasvoyage.com/images/France+selects/bridge_small.jpg'.
[stream_download_images] wrong filename for url 'http://cdn.newsapi.com.au/image/v1/1cc6dfda05ccc935fdac0b9157038216?width=1024'.
[stream_download_images] error 404 for url 'http://www.preservationpa.org/uploads/historic+properties+for+sale/Compass-Mill_Lititz_for-sale_R.Harris.jpg'.
[stream_download_images] wrong filename for url 'https://images.adsttc.com/media/images/58ed/1d1e/e58e/ce8f/0300/030e/large_jpg/FRONT_RENDERING_2.jpg?1491934486'.
[stream_download_images] error 404 for url 'https://www.orbitz.com/blog/wp-content/uploads/2015/08/Annecy.jpg'.
[stream_download_images] wrong filename for url 'https://i1.wp.com/travelsfrance.com/wp-content/uploads/2016/05/Carbonnière-Tower-Camargue-B.jpg?fit=1064%2C710&ssl=1'.
[stream_download_images] wrong filename for url 'https://media-cdn.sygictraveldata.com/media/800x600/612664395a40232133447d33247d3835333831393034'.
[stream_download_images] cannot load image for url 'http://sca.salemsattic.com/lwblog/gallery/2/2007-02-09+foot+bridge+over+the+Rhein+from+Germany+to+France+shore.jpg' due to cannot identify image file <_io.BytesIO object at 0x000001F812D22CA8>
[stream_download_images] wrong filename for url 'https://s-media-cache-ak0.pinimg.com/236x/79/b8/e6/79b8e64e1854dd69a04bb276fc0bc73f.jpg?noindex=1'.
[stream_download_images] error 400 for url 'https://www.wallpaperup.com/uploads/wallpapers/2013/02/15/40252/c0906da8d3d30169c38c44c7cb07de2c.jpg'.
[stream_download_images] wrong filename for url 'http://i41.photobucket.com/albums/e257/riruriru/Fronkreich%202013/DSC01596_small_zpsa8d0f4b3.jpg~original'.
[stream_download_images] ... 301/735: 'https://render.fineartamerica.com/images/rendered/small/poster/images-square-real-5/1-valentre-bridge-in-cahors-france-elena-elisseeva.jpg'
[stream_download_images] error 400 for url 'https://www.wallpaperup.com/uploads/wallpapers/2014/12/21/560794/1ac7056f6b90748b083fba5cbee8f601-700.jpg'.
[stream_download_images] wrong filename for url 'https://cdn.theatlantic.com/assets/media/img/2015/07/29/RTR4ILKC/1920.jpg?1438183123'.
[stream_download_images] wrong filename for url 'https://qph.fs.quoracdn.net/main-qimg-164aa27c9198a9eff4c036c56849340e-c'.
[stream_download_images] wrong filename for url 'https://sheerluxe.com/sites/default/files/styles/sl_free_responsive/public/media/2018/11/provision.jpg?itok=ZfO_9gsd'.
[stream_download_images] wrong filename for url 'https://www.vangoghmuseum.nl/download/c82c2fcd-90e8-4de6-b23d-f28c2af907d6.jpg?size=m'.
[stream_download_images] wrong filename for url 'http://media.gettyimages.com/photos/small-boat-passes-under-pegasus-bridge-normandy-france-europe-site-of-picture-id599378690?s=612x612'.
[stream_download_images] wrong filename for url 'https://surfaceview.s3.amazonaws.com/spree/products/187/small/TRU0016-AP-E.jpg?1408016791'.
[stream_download_images] wrong filename for url 'http://media.gettyimages.com/photos/normandy-france-picture-id166836920?s=170667a'.
[stream_download_images] wrong filename for url 'https://a0.muscache.com/im/pictures/e5a8895a-47c0-40eb-a8ae-94cfd5039607.jpg?aki_policy=x_large'.
[stream_download_images] ... 401/735: 'http://www.eutouring.com/place_dauphine_m13_DSC01821FP_lrg.JPG'
[stream_download_images] wrong filename for url 'https://qph.ec.quoracdn.net/main-qimg-ff7fe9b391213392474d394c3245f3ca-c?convert_to_webp=true'.
[stream_download_images] wrong filename for url 'https://surfaceview.s3.amazonaws.com/spree/products/179/small/BLI0124-AP-E.jpg?1408016006'.
[stream_download_images] fails for url 'https://frenchmoments.eu/wp-content/uploads/2015/05/Pont-de-la-Concorde-04-©-French-Moments.jpg' due to 'ascii' codec can't encode character 'xa9' in position 55: ordinal not in range(128).
[stream_download_images] cannot load image for url 'http://www.mountain-lifestyle.com/images/graphics/small/ski-area-planards-pistes-winter-chamonix-01.jpg' due to cannot identify image file <_io.BytesIO object at 0x000001F812D22990>
[stream_download_images] wrong filename for url 'http://il4.picdn.net/shutterstock/videos/4559468/thumb/1.jpg?i10c=img.resize(height:160)'.
[stream_download_images] wrong filename for url 'https://hikeminded.files.wordpress.com/2018/11/dsc_0240.jpg?w=1200'.
[stream_download_images] error 404 for url 'http://www.gagnac-sur-cere.com/photos/Millau+Viaduct.jpg'.
[stream_download_images] ... 501/735: 'https://i.pinimg.com/736x/95/7f/d3/957fd3418f8bf8bfc09dd17eaac063c5--garden-ponds-koi-ponds.jpg'
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/flat/weekender-tote-bag/images-medium-5/2-valentre-bridge-in-cahors-france-elena-elisseeva.jpg?transparent=0&targetx=0&targety=-328&imagewidth=779&imageheight=1163&modelwidth=779&modelheight=506&backgroundcolor=28190E&orientation=0&producttype=totebagweekender-24-16-white'.
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/shower-curtain/images-medium-5/1-valentre-bridge-in-cahors-france-elena-elisseeva.jpg?transparent=0&targetx=-218&targety=0&imagewidth=1223&imageheight=819&modelwidth=787&modelheight=819&backgroundcolor=CADFF3&orientation=0&producttype=showercurtain'.
[stream_download_images] wrong filename for url 'http://media.gettyimages.com/photos/small-bridge-over-a-canal-by-the-chateau-de-chenonceau-on-the-river-picture-id558031533?s=594x594'.
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/greeting-card/images/artworkimages/medium/1/old-stone-bridge-in-france-menega-sabidussi.jpg?transparent=0&targetx=0&targety=-12&imagewidth=700&imageheight=525&modelwidth=700&modelheight=500&backgroundcolor=70500B&orientation=0&producttype=greetingcard&imageid=50379'.
[stream_download_images] wrong filename for url 'https://smallhousebliss.files.wordpress.com/2015/03/covert-cabin-woodsman-exterior4-via-smallhousebliss.jpg?w=1200'.
[stream_download_images] ... 601/735: 'http://n450v.alamy.com/450v/bgx4e4/woman-bicycle-small-bridge-canal-du-midi-trebes-by-carcassonne-aude-bgx4e4.jpg'
[stream_download_images] wrong filename for url 'http://images.mentalfloss.com/sites/default/files/istock-496707858.jpg?resize=1100x740'.
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/flat/pouch/images-medium-5/2-valentre-bridge-in-cahors-france-elena-elisseeva.jpg?transparent=0&targetx=0&targety=-343&imagewidth=777&imageheight=1160&modelwidth=777&modelheight=474&backgroundcolor=28190E&orientation=0&producttype=pouch-regularbottom-medium'.
[stream_download_images] wrong filename for url 'https://render.fineartamerica.com/images/rendered/small/flat/weekender-tote-bag/images-medium-5/1-valentre-bridge-in-cahors-france-elena-elisseeva.jpg?transparent=0&targetx=0&targety=-7&imagewidth=779&imageheight=521&modelwidth=779&modelheight=506&backgroundcolor=CADFF3&orientation=0&producttype=totebagweekender-24-16-white'.
[stream_download_images] wrong filename for url 'https://cdn-image.travelandleisure.com/sites/default/files/styles/1600x1000/public/1465330137/Infinity-Pool-Viking-CRUISE0516.jpg?itok=2TUiXPrV'.
[stream_download_images] fails for url 'https://frenchmoments.eu/wp-content/uploads/2015/07/Quais-de-la-Seine-©-French-Moments-Paris-34.jpg' due to 'ascii' codec can't encode character 'xa9' in position 50: ordinal not in range(128).
[stream_download_images] wrong filename for url 'https://assets.atlasobscura.com/media/W1siZiIsInVwbG9hZHMvcGxhY2VfaW1hZ2VzLzQ2ZjRjMzZkZjk1NWE1OTczOF80Mjg5NTUxMDE3XzQ3MjBlZTdmMTFfYi5qcGciXSxbInAiLCJ0aHVtYiIsIngzOTA-Il0sWyJwIiwiY29udmVydCIsIi1xdWFsaXR5IDgxIC1hdXRvLW9yaWVudCJdXQ'.
[stream_download_images] error 400 for url 'https://www.wallpaperup.com/uploads/wallpapers/2014/12/21/560794/1ac7056f6b90748b083fba5cbee8f601.jpg'.
[stream_download_images] wrong filename for url 'https://laughingsquid.com/wp-content/uploads/2017/09/a-logging-truck-turns-and-impressively-crosses-a-small-bridge-in-france-with-a-full-load.gif?w=750'.
[stream_download_images] ... 701/735: 'https://2.bp.blogspot.com/-7wREwzl42q4/V9awba-EwFI/AAAAAAAAIAs/QhvzwWEyMFgb6_7NUtWjdNEZ3k2Csq8GwCEw/s1600/Spring%2Bon%2Bthe%2BRidge%2B1200.jpg'
[stream_download_images] wrong filename for url 'http://newimages.yachtworld.com/resize/1/40/38/4904038_20141231070343240_1_XLARGE.jpg?f=/1/40/38/4904038_20141231070343240_1_XLARGE.jpg&w=5315&h=2762&t=1420009880000'.
[stream_download_images] wrong filename for url 'https://frankeber.files.wordpress.com/2011/08/pont-des-arts-iledelacitc3a9-2011-by-frankeber.jpg?w=625'.
[stream_download_images] error 403 for url 'http://www.infrancia.org/parigi/paris/paris/images/pontdelaseine_mirabeau.jpg'.
[stream_download_images] wrong filename for url 'http://www.driverguidefrance.com/sites/default/files/styles/slide-tour_960x360/public/Chinon%20bridge%20Private%20guided%20tours%20to%20the%20Loire%20valley%20by%20car%20or%20minibus%20from%20Paris%20for%20individuals%20or%20small%20groups%20by%20Driver%20Guide%20France.jpg?itok=A5IveabR'.
[stream_download_images] error 400 for url 'http://www.fastdates.com/PitBoardFeatures/2005EdelweissFrance/France06.050bridge864.jpg'.
[stream_download_images] fails for url 'http://traveltalesoflife.com/wp-content/uploads/2015/04/img_6500-900x675.jpg' due to HTTPConnectionPool(host='127.0.0.1', port=80): Max retries exceeded with url: / (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x000001F8129E9358>: Failed to establish a new connection: [WinError 10061] Aucune connexion n’a pu être établie car l’ordinateur cible l’a expressément refusée')).
[stream_download_images] error 400 for url 'https://www.wallpaperup.com/uploads/wallpapers/2014/12/21/560794/1ac7056f6b90748b083fba5cbee8f601-500.jpg'.
[stream_download_images] wrong filename for url 'https://i0.wp.com/www.annees-de-pelerinage.com/wp-content/uploads/2017/07/colmar-france.jpg?fit=1200%2C800'.
[stream_download_images] wrong filename for url 'https://i2.wp.com/www.wayfaringwithwagner.com/wp-content/uploads/2017/07/colmar-france-wayfaring-with-wagner-8.jpg?ssl=1'.
['videoblocks-eiffel-tower-sunrise-timelapse-with-boats-on-seine-river-and-in-paris-france-view-from-grenelle-bridge_sohfmyy2w_thumbnail-small01.jpg',
 'dsc_1739.jpg',
 'jul_23_paris_eurosat.jpg',
 'Bridge_Stowe_Landscape_Gardens_BY_ROBERT_KILPIN.jpg',
 'falais_03.jpg']

Echantillon aléatoire

from ensae_projects.hackathon.image_helper import last_element, stream_random_sample
rnd = last_element(stream_random_sample("c:/temp/suricatenat_images/"))
rnd[:5]
len(rnd)
from ensae_projects.hackathon.image_helper import plot_gallery_random_images
ax, rnd = plot_gallery_random_images("c:/temp/suricatenat_images/")
ax;
rnd
ax, rnd = plot_gallery_random_images("c:/temp/suricatenat_images/imagenet4/")
ax;
rnd

Renommer les images de l’échantillon

from ensae_projects.hackathon.image_helper import enumerate_image_class
ech = list(enumerate_image_class("c:/temp/sample_labelled/"))
len(ech)
309
import os
echnames = set(os.path.split(n[0])[-1] for n in ech)
list(sorted(echnames))[:5]
['1051720569702555648_Dph2SGiXUAAImpp.jpg',
 '1051787907109974016_Dpizg3kW4AAdpaM.jpg',
 '1051812613062098946_DpjJ5NWXUAAtfeR.jpg',
 '1051914579549282309_DpkmtpOX4AAunhI.jpg',
 '106994_5349_big_200907_voyager11.jpg']
images = list(enumerate_image_class("c:/temp/suricatenat_clean/"))
rename = []
for img, sub in images:
    name = os.path.split(img)[-1]
    if name in echnames:
        rename.append(img)
rename[:5]
['c:/temp/suricatenat_clean/bing\1200px-Chateau_de_Chenonceau_2008E.jpg',
 'c:/temp/suricatenat_clean/bing\1970699-presse-papiers-1.jpg',
 'c:/temp/suricatenat_clean/bing\2243060331_6496d792a2_o_d.jpg',
 'c:/temp/suricatenat_clean/bing\28080031282_6d00c773d6_b.jpg',
 'c:/temp/suricatenat_clean/bing\28183949335_04578a6bdd_b.jpg']
len(rename)
306
for img in rename:
    os.rename(img + "~", img + ".ech")

Split train test

from ensae_projects.hackathon.image_helper import folder_split_train_test
tr, te = folder_split_train_test("c:/temp/sample_labelled/",
                                 "c:/temp/sample_labelled_train/",
                                 "c:/temp/sample_labelled_test/",
                                 test_size=0.66)
len(tr), len(te)
(105, 204)