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aesthetic_score_laion_v2 (float64)clip_similarity_vitb32 (float64)clip_similarity_vitl14 (float64)height (int64)id (int64)image_phash (string)nsfw_score_gantman (float64)nsfw_score_opennsfw2 (float64)num_faces (int64)num_tokens_bert (int64)num_tokens_gpt (int64)text (string)text_length (int64)url (string)watermark_score (float64)width (int64)word_count (int64)
4.871711
0.199219
0.147217
300
2,680,060,225,205
"9f91e133b1924e4e"
0.018961
0.005844
0
6
9
"Olive oil infused with Tuscany herbs"
36
"https://cdn.shopify.com/s/files/1/0286/3900/2698/products/TVN_Huile-olive-infuse-et-s-227x300_e9a90ffd-b6d2-4118-95a1-29a5c7a05a49_800x.jpg?v=1616684087"
0.110155
227
6
5.346068
0.313232
0.282715
362
3,573,413,346,876
"bac93039913ec33b"
0.007191
0.009468
1
12
15
"Sweat blazer with a colour wash - 5 - TOM TAILOR"
48
"https://cdn.tom-tailor.com/img/272_362/1016249_22689_5.jpg"
0.030261
272
9
4.520236
0.240479
0.215332
225
7,834,020,433,262
"eae0c559d6862b9c"
0.010465
0.001092
0
5
4
"Project Nomads 7"
16
"https://www.myabandonware.com/media/screenshots/p/project-nomads-iqs/thumbs/project-nomads_8.png"
0.009043
300
3
5.760335
0.299316
0.214966
920
5,274,220,572,749
"83c53cd2acb8da35"
0.006979
0.000147
0
25
27
"Medium Size of Wall Art Design Perfect Modern Wallpaper Design For Bedroom Originality Artistry As Wall Modern Wallpaper Design For Bedroom"
139
"https://www.beauty-tips.org/l/2021/03/perfect-modern-wallpaper-design-for-bedroom-originality-artistry-as-wall.jpg"
0.177037
612
21
4.68038
0.230957
0.176025
225
3,702,262,018,867
"bfba51f890854768"
0.032048
0.086426
1
3
4
"producer South Africa"
21
"https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcR0LRE_se8D3OgZWlGxc0XuwtN4oOdsNpOCCy1ZSK2PxZyGlPLY"
0.016593
225
3
4.823422
0.303711
0.245117
400
1,391,569,879,466
"e963b49c9a929993"
0.031485
0.000231
0
17
17
"Picture of HSW ECO-MATIC® Injector with Tubing 5 ml"
51
"https://www.shearwell.co.uk/content/images/thumbs/0000413_hsw-eco-matic-injector-with-tubing-5-ml_400.jpeg"
0.020157
400
10
4.90326
0.270752
0.290283
200
6,725,919,073,435
"eb37c69a1e2c3161"
0.012271
0.008232
0
7
8
"Mojave Oasis Apple Watch Band"
29
"https://img-fs-2.wnlimg.com/p/2c4/1df/d6c/6ff58cdab3a9faefaa1db57/x200-q90.jpg"
0.384719
200
5
4.32372
0.299316
0.261963
457
2,353,642,598,754
"e7386c3838c6c3c7"
0.027383
0.013046
1
15
17
"Pit bulls & other bully-types welcome at 780’s dog motel."
57
"https://www.780kennels.ca/wp-content/uploads/dog-boarding/pit-bulls-and-other-bully-types-welcome-at-780s-dog-motel.jpg"
0.034302
800
11
4.92185
0.281494
0.224976
300
8,546,985,026,490
"f896c24e6d4e949a"
0.029765
0.015366
1
19
23
"Ladies Amarillo Collection- Copper Creek Amarillo Womens Long Sleeve 9645 Sushi Foulard"
87
"https://cdn.shopify.com/s/files/1/0009/8877/4515/products/0305002250729c_300x300.jpg?v=1607138169"
0.347686
210
12
5.000394
0.283691
0.283447
333
1,700,807,708,052
"d0fafc968cd2e482"
0.018836
0.000632
0
11
10
"Halfords Advanced 200 piece socket set new version Used"
55
"http://usedhandtools.net/wp-content/sakeda/Halfords_Advanced_200_piece_socket_set_new_version_Used_02_wh.jpg"
0.057184
250
9
5.193409
0.276123
0.228271
1,000
5,179,730,749,727
"9f86c1f04e539c5a"
0.038517
0.000748
0
10
12
"Sunshine Polishing Cloth [add to your jewelry order"
51
"https://cdn11.bigcommerce.com/s-lgcfcz80hq/images/stencil/original/products/408/917/Polishing-Cloth-add-on__60686.1468105536.jpg?c=2"
0.025191
1,000
8
5.642516
0.359375
0.284668
252
8,177,617,989,309
"858bab9143d7e4d4"
0.014683
0.000001
0
33
36
"dżem : time lapse,Aerial View of freeway busy city rush hour heavy traffic jam highway,shanghai Yanan East Road Overpass interchange,urban building."
148
"https://vidcdn.123rf.com/450nwm/realrocking/realrocking1401/realrocking140100032.jpg"
0.157281
450
24
5.259774
0.288818
0.231689
320
8,452,495,929,114
"cba4b224ad49dabc"
0.065923
0.003914
1
14
14
"The supervisor: we must focus on the experience of Belarus in early voting"
74
"http://freenews-en.tk/wp-content/uploads/2015/10/0ed9684b57aa6e52f25d7b4c36dd9ab9-600x320.jpg"
0.00179
600
13
3.970351
0.301025
0.259033
1,035
2,619,930,226,269
"af0f1f1e360d2169"
0.017658
0.003937
0
20
22
"image relating to Letter G Printable called Totally free Printable Letter G Producing Educate Worksheet for"
107
"https://www.kindergartenworksheets.net/images/worksheets/handwriting-practice/letter-g-writing-practice-worksheet-printable.png"
0.521208
800
16
5.596157
0.358887
0.35083
500
154,618,976,545
"cb37104c6532da9f"
0.004477
0.00072
2
64
69
"Glasgow 2014 Commonwealth Games<br /> Aled Davies (Wales) salutes the crowd after collecting his silver medal won in the Men's Para-Sport Discus Throw.<br /> Hampden Park<br /> 28.07.14<br /> ©Steve Pope-SPORTINGWALES"
217
"https://m.psecn.photoshelter.com/img-get/I0000GbFioV.EGk8/s/750/750/DY8J9742.jpg"
0.983823
750
36
4.186645
0.281006
0.241089
360
6,786,049,017,667
"90e26743f8b8da99"
0.03883
0.00285
0
18
19
"High quality ALGM-2000 electromagnetic vibrating feeder embedding materials for automobiles with great price"
108
"http://img.nbxc.com/product/f7/e4/ba/43b2d0e1ee02e319dbec0d3d0a.jpg@4e_360w_360h.src"
0.266134
360
14
4.52532
0.311768
0.273193
353
1,116,691,903,779
"aece94235bbc6a11"
0.024352
0.000028
2
15
16
"4WD 20 KM/H 360 Stunt Car With Demo Mode & Led Lights"
53
"https://cdn.shopify.com/s/files/1/2367/0343/products/rcstunt1_1024x1024.png?v=1600967170"
0.012375
430
12
4.196784
0.324219
0.352295
620
2,808,909,004,660
"c0f17a7825d33cc3"
0.01761
0.001853
0
35
35
"The world is new to us every morning – this is God’s gift; and every man should believe he is reborn each day. Baal Shem Tov Picture Quote"
138
"https://www.idlehearts.com/images/the-world-is-new-to-us-every-morning--this-is-gods.jpg?x51089"
0.006625
620
28
4.909554
0.244873
0.228271
400
5,093,831,358,419
"a3ce99698735c638"
0.046001
0.003464
0
13
12
"Breville VST082 Sandwich Toaster in the use"
43
"https://cdn.bestadvisers.co.uk/reviews/5f/1a/5f1af361ef8bacd90ebd964c0b1fc930.jpg"
0.217012
800
7
4.843217
0.304932
0.240967
455
1,408,749,360,315
"fe6880823b3e7ee0"
0.012007
0.000095
0
21
21
"Rustan's Filipiniana Our Very Own Medium Decorative Box with Mother of Pearl Inlay -"
84
"https://cdn.shopify.com/s/files/1/0032/3374/2946/products/2229660A_400x.jpg?v=1623228568"
0.083598
400
14
5.473841
0.307861
0.247192
480
5,446,018,858,532
"873a7ca09f611e71"
0.014598
0.000005
1
7
5
"Best Location in Sydney!!!"
26
"https://a0.muscache.com/im/pictures/dbb5814b-2fae-4d6a-a34d-872d05d98286.jpg?im_w=720"
0.040582
720
4
4.042405
0.189453
0.135376
240
3,221,225,991,390
"f0a3d3ac54aacb54"
0.019469
0.06665
1
4
11
"Shed PIPES STEPHANE BERRY"
25
"http://hot-gay2.hornymanporn.com/25/308.jpg"
0.001642
320
4
4.548582
0.400879
0.378662
312
1,159,641,496,720
"978a3428ebe32736"
0.063641
0.000883
2
43
45
"David Zepeda, Ninel Conde. David Zepeda, right, and Ninel Conde present the new artist of the year award at the Latin American Music Awards, at the Dolby Theatre in Los Angeles"
176
"https://editorial01.shutterstock.com/wm-preview-450/10449114x/798b28c3/2019-latin-american-music-awards-show-los-angeles-usa-shutterstock-editorial-10449114x.jpg"
0.99997
450
31
3.505469
0.344482
0.355713
360
4,767,414,075,865
"af3b40ce3f38448b"
0.0234
0.00668
0
10
8
"Simon Wiesenthal's quote #6"
27
"https://www.quotationof.com/images/simon-wiesenthals-quotes-7.jpg"
0.203221
480
5
4.913061
0.325928
0.292969
300
4,217,658,529,603
"e1659a9e8e616939"
0.021362
0.000349
0
15
23
"Condolences sympathy card floral red roses bouquet and lettering 矢量图像"
69
"https://us.123rf.com/450wm/archon7th/archon7th1811/archon7th181100172/112260163-condolences-sympathy-card-floral-red-roses-bouquet-and-lettering.jpg?ver=6"
0.857562
450
9
5.079053
0.196411
0.259033
789
3,779,571,408,809
"8cb8b8d9b666694c"
0.036349
0.029068
0
17
19
"Pokémon Center Reveals Official N And Zorua Figure, Pre-Orders Have Gone Live"
77
"https://images.nintendolife.com/cd4b7518ec8c2/large.jpg"
0.003862
1,280
14
5.164402
0.217041
0.13855
500
7,997,229,644,866
"d56b42803bf3cf88"
0.026576
0.003765
0
5
6
"Go-Find 44 Detector"
19
"https://cdn.shopify.com/s/files/1/2955/2950/products/CertifiedDealer_ccb2a673-d615-423d-bb39-8c4c4169a116_500x500.gif?v=1599799978"
0.786928
500
4
4.712382
0.272949
0.216431
1,484
6,176,163,181,017
"afedd45ac04ac41b"
0.007887
0.00301
0
6
12
"EXPOSED ZIP & PATCH POCKETS MINI"
32
"https://imagesvc.meredithcorp.io/v3/mm/image?url=https%3A%2F%2Fstatic.onecms.io%2Fwp-content%2Fuploads%2Fsites%2F14%2F2017%2F08%2F18%2F081817-denim-add.jpg"
0.054202
1,484
5
5.227785
0.215088
0.142822
221
2,147,484,013,115
"aa887337654a1a77"
0.003921
0.000208
0
9
9
"Image of The Highlands on the East Side facility"
48
"https://www.payingforseniorcare.com/app/uploads/the-highlands-on-the-east-side-1-300x221.jpg?x78956"
0.001353
300
9
4.509095
0.250244
0.210083
268
1,116,692,240,102
"82bf2fdd34881327"
0.012882
0.010406
0
6
7
"Location of Baltimore in Fairfield County"
41
"https://kids.kiddle.co/images/thumb/2/28/Map_of_Fairfield_County_Ohio_Highlighting_Baltimore_Village.png/250px-Map_of_Fairfield_County_Ohio_Highlighting_Baltimore_Village.png"
0.000029
250
6
4.389823
0.315186
0.294678
435
2,173,254,060,256
"cc9b65a39b643361"
0.026855
0.004444
0
9
12
"Brown And White Formal Flowers Bridal Shower Invite"
51
"https://partytrail.s3.amazonaws.com/partytrail/wp-content/uploads/2013/05/Brown-And-White-Formal-Flowers-Bridal-Shower-Invite.jpg"
0.036496
436
8
5.190003
0.260742
0.178101
594
2,078,764,305,433
"a9d1ad96ce25f00b"
0.013677
0.032623
0
7
10
"Claw Marks Clipart Cliparts Co"
30
"http://www.clipartsuggest.com/images/638/claw-marks-clipart-cliparts-co-YSzv6t-clipart.png"
0.765369
462
5
4.603877
0.275635
0.223267
3,000
5,420,248,890,008
"887bf2aace9f3082"
0.017573
0.000137
0
29
28
"NVMe NGFF Mac sovitin + 512GB Nvme SSD late 2016-2017 13″ MacBook Pro malleille"
79
"https://pcpiste.fi/kauppa/wp-content/uploads/2020/12/Sintek-Mac-2016-2017-SSD-sovitin-3000x3000.jpg"
0.041804
3,000
14
4.06188
0.2854
0.309082
600
867,583,414,624
"bc8dd281d990c797"
0.070319
0.002266
0
15
17
"Yes I Do Have A Retirement Plan I Plan On Cruising Women Long Sleeved"
69
"https://theageofmiraclesbook.com/wp-content/uploads/2021/03/Yes-I-Do-Have-A-Retirement-Plan-I-Plan-On-Cruising-Women-Long-Sleeved-600x600.jpg"
0.342474
600
14
4.761826
0.295898
0.237061
200
4,475,356,633,778
"801afea7eb789886"
0.023883
0.004223
0
3
4
"Closed envelope vector"
22
"https://freevector.co/wp-content/uploads/2012/08/66764-closed-envelope-200x200.png"
0.190018
200
3
3.577473
0.308838
0.263428
400
6,648,610,043,934
"e21c99c3db3474c9"
0.042254
0.002319
0
6
8
"Discount Tough Cookie T-Shirt"
29
"https://www.offsaleuk.com/media/catalog/product/cache/1/small_image/400x/9df78eab33525d08d6e5fb8d27136e95/t/o/tough_cookie_t_shirt_bfvts04_a_2.jpg"
0.003887
400
5
5.30223
0.234741
0.208618
360
1,159,641,476,660
"a996680dd43bf3c4"
0.015068
0.000397
1
19
18
"it's always an amazing day to do business - director stock videos & royalty-free footage"
88
"https://media.gettyimages.com/videos/its-always-an-amazing-day-to-do-business-video-id1141844521?s=640x640"
0.022421
640
15
4.093803
0.183105
0.172607
360
4,191,888,300,802
"d0693e966993ce61"
0.04027
0.012169
1
9
10
"Himmel und Huhn - Ace in Action"
31
"https://img.youtube.com/vi/G5t8RZ1ThcU/0.jpg"
0.360724
480
6
4.811722
0.327393
0.31543
1,365
1,864,016,598,360
"a727ed8f33f2c008"
0.014778
0.000005
0
39
42
"Residents took to the Stadacona Park tennis courts Wednesday afternoon. Victoria opened its tennis courts on May 14 followed by Oak Bay and Saanich on May 21. (Travis Paterson/News Staff"
186
"https://4rfnv3jdfte8qj2229aqgj4h-wpengine.netdna-ssl.com/wp-content/uploads/2020/05/21602148_web1_200520-OBN-TennisCourtsOpen_1.jpg"
0.005488
2,048
31
5.161664
0.332275
0.253174
750
8,735,963,573,287
"dcfe68c13207a5b8"
0.329097
0.033936
3
30
34
"A tattooed patron sipping a beer at the bar of Triple Rock Microbrewery, formerly know as Roaring Rock. Berkeley, California. MODEL RELEASED."
141
"https://m.psecn.photoshelter.com/img-get2/I0000aIDDFaqJD_E/fit=1000x750/USA-BEER-01-xs.jpg"
0.049136
502
22
4.902668
0.361816
0.284668
278
2,989,297,906,795
"b373c01f0fc9c037"
0.009847
0.004726
0
14
14
"Trust GXT 707R Resto Sedia Gaming Chair - Red"
45
"https://consolemaniagames.com/33839-home_default/trust-gxt-707r-resto-sedia-gaming-chair-red.jpg"
0.313042
278
8
4.261719
0.334961
0.283203
2,048
2,594,160,759,664
"eb62949dccc23336"
0.017436
0.00005
0
12
12
"Professional Natural Egg Yolk Yellow Food Colouring 50g ingredients"
67
"https://cdn.shopify.com/s/files/1/0111/1729/7722/products/DE0226_ProfessionalNaturalEggYolkYellowFoodColouring-1_2048x2048.jpg?v=1591795702"
0.681244
2,048
9
4.480553
0.279541
0.229736
281
1,331,440,543,244
"85c1e8b95aabb456"
0.008581
0.028137
0
19
20
"Yale School of Medicine begins clinical trials for Moderna vaccine for patients 6 months to 12 years old"
104
"https://ic-cdn.flipboard.com/flipboard.com/bba436c250ef80fbb5427aef6afe27edfe194708/_medium.jpeg"
0.001606
500
18
4.471526
0.302979
0.283447
200
4,578,435,525,291
"8302fc02fcfddc54"
0.01361
0.000219
0
21
20
"11-16 F150 3.5L EcoBoost Accel Blue Supercoil 6-Pack"
52
"https://www.stage3motorsports.com/assets/images/thumbnails/2011-2018-f150-35l_ecoboost_accel_blue_supercoiil_6-pack_003_thumbnail.jpg"
0.000101
200
11
3.923331
0.356445
0.341553
720
6,983,617,177,665
"bf35c04ac17a9297"
0.022669
0.001945
0
74
115
"Tighter British Control  King George III attempts to control colonies  Proclamation of 1763  Forbade colonists from moving west  Quartering Act (1764)  10,000 soldiers left from French & Indian war  Colonists required to provide housing  New taxes  Sugar act (1765)  Taxed sugar, molasses, & other products shipped to colonies  Stamp act (1766)  Required tax stamp on all legal & printed documents"
408
"https://images.slideplayer.com/25/8088237/slides/slide_2.jpg"
0.107823
960
58
4.681069
0.320557
0.272949
400
3,229,815,412,588
"eb9295d38c3394cc"
0.020949
0.002525
0
11
11
"Country Time Lemonade Drink Mix, 19 oz Canister"
47
"https://images.salsify.com/image/upload/s--5v8ztNzM--/h_400,w_400,q_80/uaourfvvsc2gengax2jq.jpg"
0.705731
400
8
4.833153
0.338623
0.287109
500
6,408,091,622,561
"b79b061a5f128e36"
0.021435
0.017212
0
23
27
"prom dresses with straps Trumpet/Mermaid Scoop Floor-length Chiffon Prom Dress/Evening Dress #MK040"
99
"https://cdn.shopify.com/s/files/1/2098/8127/products/MK040_c4dc57cb-cd13-4be4-bee2-5dd66f2c362e_250x250@2x.jpg?v=1571608964"
0.003601
375
15
4.962073
0.366699
0.334229
425
7,206,955,514,161
"8747ec7831bdb830"
0.008845
0.000831
0
6
11
"ONSITE SEWAGE MANAGEMENT APPROVAL"
33
"https://www.singleton.nsw.gov.au/ImageRepository/Document?documentID=1178"
0.124527
350
4
4.704461
0.301758
0.222534
280
3,350,075,151,950
"ffe080107fee3a90"
0.019473
0.000046
0
7
6
"Dreambox DM500 HD review"
24
"https://upmaker.net/wp-content/uploads/2016/03/WST298.dm500.dreambox-1200-80-420x280_c.jpg"
0.001979
420
4
4.298002
0.292236
0.227783
303
4,028,679,991,894
"c43d256cc08d6fcb"
0.013743
0.005764
0
12
12
"Guta District District in Liaoning, Peoples Republic of China"
61
"https://upload.wikimedia.org/wikipedia/commons/thumb/9/9a/ChinaJinzhouGuta.png/320px-ChinaJinzhouGuta.png"
0.038236
320
9
4.894172
0.313232
0.296631
800
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"bcf8d407e345067c"
0.035744
0.007038
2
13
13
"Mpow Extendable monopod for iPhone 7 Plus and iPhone 7"
54
"https://www.howtoisolve.com/wp-content/uploads/2016/10/Mpow-good-review-Extendable-monopod-for-iPhone-7-and-7.jpg"
0.059117
533
10
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Dataset Card for COYO-700M

Dataset Summary

COYO-700M is a large-scale dataset that contains 747M image-text pairs as well as many other meta-attributes to increase the usability to train various models. Our dataset follows a similar strategy to previous vision-and-language datasets, collecting many informative pairs of alt-text and its associated image in HTML documents. We expect COYO to be used to train popular large-scale foundation models complementary to other similar datasets. For more details on the data acquisition process, please refer to the technical paper to be released later.

Supported Tasks and Leaderboards

We empirically validated the quality of COYO dataset by re-implementing popular models such as ALIGN, unCLIP, and ViT. We trained these models on COYO-700M or its subsets from scratch, achieving competitive performance to the reported numbers or generated samples in the original papers. Our pre-trained models and training codes will be released soon along with the technical paper.

Languages

The texts in the COYO-700M dataset consist of English.

Dataset Structure

Data Instances

Each instance in COYO-700M represents single image-text pair information with meta-attributes:

{
  'id': 841814333321,
  'url': 'https://blog.dogsof.com/wp-content/uploads/2021/03/Image-from-iOS-5-e1614711641382.jpg',
  'text': 'A Pomsky dog sitting and smiling in field of orange flowers',
  'width': 1000,
  'height': 988,
  'image_phash': 'c9b6a7d8469c1959',
  'text_length': 59,
  'word_count': 11,
  'num_tokens_bert': 13,
  'num_tokens_gpt': 12,
  'num_faces': 0,
  'clip_similarity_vitb32': 0.4296875,
  'clip_similarity_vitl14': 0.35205078125,
  'nsfw_score_opennsfw2': 0.00031447410583496094,
  'nsfw_score_gantman': 0.03298913687467575,
  'watermark_score': 0.1014641746878624,
  'aesthetic_score_laion_v2': 5.435476303100586
}

Data Fields

name type description
id long Unique 64-bit integer ID generated by monotonically_increasing_id()
url string The image URL extracted from the src attribute of the <img> tag
text string The text extracted from the alt attribute of the <img> tag
width integer The width of the image
height integer The height of the image
image_phash string The perceptual hash(pHash) of the image
text_length integer The length of the text
word_count integer The number of words separated by spaces.
num_tokens_bert integer The number of tokens using BertTokenizer
num_tokens_gpt integer The number of tokens using GPT2TokenizerFast
num_faces integer The number of faces in the image detected by SCRFD
clip_similarity_vitb32 float The cosine similarity between text and image(ViT-B/32) embeddings by OpenAI CLIP
clip_similarity_vitl14 float The cosine similarity between text and image(ViT-L/14) embeddings by OpenAI CLIP
nsfw_score_opennsfw2 float The NSFW score of the image by OpenNSFW2
nsfw_score_gantman float The NSFW score of the image by GantMan/NSFW
watermark_score float The watermark probability of the image by our internal model
aesthetic_score_laion_v2 float The aesthetic score of the image by LAION-Aesthetics-Predictor-V2

Data Splits

Data was not split, since the evaluation was expected to be performed on more widely used downstream task(s).

Dataset Creation

Curation Rationale

Similar to most vision-and-language datasets, our primary goal in the data creation process is to collect many pairs of alt-text and image sources in HTML documents crawled from the web. Therefore, We attempted to eliminate uninformative images or texts with minimal cost and improve our dataset's usability by adding various meta-attributes. Users can use these meta-attributes to sample a subset from COYO-700M and use it to train the desired model. For instance, the num_faces attribute could be used to make a subset like COYO-Faces and develop a privacy-preserving generative model.

Source Data

Initial Data Collection and Normalization

We collected about 10 billion pairs of alt-text and image sources in HTML documents in CommonCrawl from Oct. 2020 to Aug. 2021. and eliminated uninformative pairs through the image and/or text level filtering process with minimal cost.

Image Level

  • Included all image formats that Pillow library can decode. (JPEG, WEBP, PNG, BMP, ...)
  • Removed images less than 5KB image size.
  • Removed images with an aspect ratio greater than 3.0.
  • Removed images with min(width, height) < 200.
  • Removed images with a score of OpenNSFW2 or GantMan/NSFW higher than 0.5.
  • Removed all duplicate images based on the image pHash value from external public datasets.
    • ImageNet-1K/21K, Flickr-30K, MS-COCO, CC-3M, CC-12M

Text Level

  • Collected only English text using cld3.
  • Replaced consecutive whitespace characters with a single whitespace and removed the whitespace before and after the sentence. (e.g. "\n \n Load image into Gallery viewer, valentine&amp;#39;s day roses\n \n" → "Load image into Gallery viewer, valentine&amp;#39;s day roses")
  • Removed texts with a length of 5 or less.
  • Removed texts that do not have a noun form.
  • Removed texts with less than 3 words or more than 256 words and texts over 1000 in length.
  • Removed texts appearing more than 10 times. (e.g. “thumbnail for”, “image for”, “picture of”)
  • Removed texts containing NSFW words collected from profanity_filter, better_profanity, and google_twunter_lol.

Image-Text Level

  • Removed duplicated samples based on (image_phash, text). (Different text may exist for the same image URL.)

Who are the source language producers?

Common Crawl is the data source for COYO-700M.

Annotations

Annotation process

The dataset was built in a fully automated process that did not require human annotation.

Who are the annotators?

No human annotation

Personal and Sensitive Information

Disclaimer & Content Warning

The COYO dataset is recommended to be used for research purposes. Kakao Brain tried to construct a "Safe" dataset when building the COYO dataset. (See Data Filtering Section) Kakao Brain is constantly making efforts to create more "Safe" datasets. However, despite these efforts, this large-scale dataset was not hand-picked by humans to avoid the risk due to its very large size (over 700M). Keep in mind that the unscreened nature of the dataset means that the collected images can lead to strongly discomforting and disturbing content for humans. The COYO dataset may contain some inappropriate data, and any problems resulting from such data are the full responsibility of the user who used it. Therefore, it is strongly recommended that this dataset be used only for research, keeping this in mind when using the dataset, and Kakao Brain does not recommend using this dataset as it is without special processing to clear inappropriate data to create commercial products.

Considerations for Using the Data

Social Impact of Dataset

It will be described in a paper to be released soon.

Discussion of Biases

It will be described in a paper to be released soon.

Other Known Limitations

It will be described in a paper to be released soon.

Additional Information

Dataset Curators

COYO dataset was released as an open source in the hope that it will be helpful to many research institutes and startups for research purposes. We look forward to contacting us from various places who wish to cooperate with us.

coyo@kakaobrain.com

Licensing Information

License

The COYO dataset of Kakao Brain is licensed under CC-BY-4.0 License. The full license can be found in the LICENSE.cc-by-4.0 file. The dataset includes “Image URL” and “Text” collected from various sites by analyzing Common Crawl data, an open data web crawling project. The collected data (images and text) is subject to the license to which each content belongs.

Obligation to use

While Open Source may be free to use, that does not mean it is free of obligation. To determine whether your intended use of the COYO dataset is suitable for the CC-BY-4.0 license, please consider the license guide. If you violate the license, you may be subject to legal action such as the prohibition of use or claim for damages depending on the use.

Citation Information

If you apply this dataset to any project and research, please cite our code:

@misc{kakaobrain2022coyo-700m,
  title         = {COYO-700M: Image-Text Pair Dataset},
  author        = {Minwoo Byeon, Beomhee Park, Haecheon Kim, Sungjun Lee, Woonhyuk Baek, Saehoon Kim},
  year          = {2022},
  howpublished  = {\url{https://github.com/kakaobrain/coyo-dataset}},
}

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