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pixparse
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cc12m-wds

Tasks:

Image-to-Text

Size Categories:

10M<n<100M

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Dataset Card for Conceptual Captions 12M (CC12M)

Dataset Summary

Conceptual 12M (CC12M) is a dataset with 12 million image-text pairs specifically meant to be used for visionand-language pre-training. Its data collection pipeline is a relaxed version of the one used in Conceptual Captions 3M (CC3M).

Usage

This instance of Conceptual Captions is in webdataset .tar format. It can be used with webdataset library or upcoming releases of Hugging Face datasets.

...More Detail TBD

Data Splits

This dataset was downloaded using img2dataset. Images resized on download if shortest edge > 512 to shortest edge = 512.

Train

cc12m-train-*.tar
Downloaded on 2021/18/22
2176 shards, 10968539 samples

Additional Information

Dataset Curators

Soravit Changpinyo, Piyush Sharma, Nan Ding and Radu Soricut.

Licensing Information

The dataset may be freely used for any purpose, although acknowledgement of Google LLC ("Google") as the data source would be appreciated. The dataset is provided "AS IS" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from the use of the dataset.

Citation Information

@inproceedings{changpinyo2021cc12m,
  title = {{Conceptual 12M}: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts},
  author = {Changpinyo, Soravit and Sharma, Piyush and Ding, Nan and Soricut, Radu},
  booktitle = {CVPR},
  year = {2021},
}

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Repository:

Conceptual 12M repository

Paper:

Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts

Point of Contact:

Conceptual Captions e-mail

Size of the auto-converted Parquet files (First 5GB):

4.99 GB

Number of rows (First 5GB):

49,000

__key__ stringlengths 9 9	__url__ stringclasses 10 values	json dict	txt stringlengths 8 1.16k
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000000014	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "From all of us at Heritage Iron, we wish you a very Merry Christmas! Photo by Super T. IH Farmall Gold Demos owned by <PERSON> of Sebring, FL. International Tractors, Very Merry Christmas, Puns, <PERSON>, Gold, Merry Christmas, Clean Puns, Word Games", "error_message": null, "exif": "{}", "height": 512, "key": "000000014", "original_height": 594, "original_width": 960, "status": "success", "url": "https://i.pinimg.com/originals/1d/c7/7f/1dc77f87f38d4cbf9139ad477a74256a.jpg", "width": 827 }	From all of us at Heritage Iron, we wish you a very Merry Christmas! Photo by Super T. IH Farmall Gold Demos owned by <PERSON> of Sebring, FL. International Tractors, Very Merry Christmas, Puns, <PERSON>, Gold, Merry Christmas, Clean Puns, Word Games
000000015	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "One of the completed artworks.", "error_message": null, "exif": "{\"Image DocumentName\": \"One of the completed artworks.\", \"Image ImageDescription\": \"One of the completed artworks.\", \"Image XResolution\": \"200\", \"Image YResolution\": \"200\", \"Image ResolutionUnit\": \"Pixels/Inch\", \"Image Software\": \"SlidePlayer\", \"Image YCbCrPositioning\": \"Centered\"}", "height": 512, "key": "000000015", "original_height": 768, "original_width": 1024, "status": "success", "url": "https://slideplayer.com/slide/15916823/88/images/13/One+of+the+completed+artworks..jpg", "width": 683 }	One of the completed artworks.
000000017	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "The seal was spotted playing in the shallows. Photo / <PERSON>", "error_message": null, "exif": "{}", "height": 413, "key": "000000017", "original_height": 413, "original_width": 620, "status": "success", "url": "https://www.nzherald.co.nz/resizer/SzHqhaQjzaPq5OlELrAcjJQG3iA=/620x413/smart/filters:quality(70)/arc-anglerfish-syd-prod-nzme.s3.amazonaws.com/public/MJNDKRLKERGEBMXVI63ICHV454.jpg", "width": 620 }	The seal was spotted playing in the shallows. Photo / <PERSON>
000000018	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "The Endura Back Pack uses padded shoulder straps for added comfort", "error_message": null, "exif": "{\"Image Orientation\": \"Horizontal (normal)\", \"Image XResolution\": \"127/5\", \"Image YResolution\": \"127/5\", \"Image ResolutionUnit\": \"Pixels/Inch\", \"Image Copyright\": \"Copyright: Future Publishing Ltd. All rights reserved. All images must be credited Simon Lees/Cycling Plus (Copyright: Future Publishing Ltd. All rights reserved. All images must be credited Simon Lees/Cycling Plus (Photographer) - [None] (Editor), AS\", \"Image ExifOffset\": \"354\", \"EXIF ExifVersion\": \"0210\", \"EXIF FlashPixVersion\": \"0100\", \"EXIF ColorSpace\": \"Uncalibrated\", \"EXIF ExifImageWidth\": \"500\", \"EXIF ExifImageLength\": \"668\"}", "height": 668, "key": "000000018", "original_height": 668, "original_width": 500, "status": "success", "url": "https://images.immediate.co.uk/production/volatile/sites/21/2019/03/1394537106019-e5q0q9eqekc7-4009796.jpg?quality=90&resize=500%2C668", "width": 500 }	The Endura Back Pack uses padded shoulder straps for added comfort
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000000020	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Overseas beauty raises 10 years ``pearl clam'', after cruel heart cut, discovers the value of great pearls!", "error_message": null, "exif": "{}", "height": 512, "key": "000000020", "original_height": 768, "original_width": 1024, "status": "success", "url": "https://res.dianjinwa.com/image/d/file/p/20190714/014507_40117928.jpg", "width": 683 }	Overseas beauty raises 10 years ``pearl clam'', after cruel heart cut, discovers the value of great pearls!
000000021	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Local fishermen usually sells Tilapia to tourists and trekkers staying at the Lake.", "error_message": null, "exif": "{\"Image ImageDescription\": \"Local fishermen usually sells Tilapia to tourists and trekkers staying at the Lake.\", \"Image Make\": \"Canon\", \"Image Model\": \"Canon EOS-1D X\", \"Image XResolution\": \"72\", \"Image YResolution\": \"72\", \"Image ResolutionUnit\": \"Pixels/Inch\", \"Image Software\": \"Adobe Photoshop Lightroom 5.6 (Macintosh)\", \"Image DateTime\": \"2015:07:13 20:20:46\", \"Image ExifOffset\": \"306\", \"EXIF ExposureTime\": \"1/250\", \"EXIF FNumber\": \"28/5\", \"EXIF ExposureProgram\": \"Program Normal\", \"EXIF ISOSpeedRatings\": \"100\", \"EXIF SensitivityType\": \"Recommended Exposure Index\", \"EXIF RecommendedExposureIndex\": \"100\", \"EXIF ExifVersion\": \"0230\", \"EXIF DateTimeOriginal\": \"2015:07:11 12:34:17\", \"EXIF DateTimeDigitized\": \"2015:07:11 12:34:17\", \"EXIF ShutterSpeedValue\": \"995723/125000\", \"EXIF ApertureValue\": \"2485427/500000\", \"EXIF ExposureBiasValue\": \"2/3\", \"EXIF MeteringMode\": \"Spot\", \"EXIF Flash\": \"Flash did not fire, compulsory flash mode\", \"EXIF FocalLength\": \"51\", \"EXIF FocalPlaneXResolution\": \"2592000/731\", \"EXIF FocalPlaneYResolution\": \"172800/49\", \"EXIF FocalPlaneResolutionUnit\": \"2\", \"EXIF CustomRendered\": \"Normal\", \"EXIF ExposureMode\": \"Auto Exposure\", \"EXIF WhiteBalance\": \"Manual\", \"EXIF SceneCaptureType\": \"Standard\", \"EXIF BodySerialNumber\": \"208019000219\", \"EXIF LensSpecification\": \"[24, 70, 0/0, 0/0]\", \"EXIF LensModel\": \"EF24-70mm f/2.8L USM\", \"EXIF LensSerialNumber\": \"0000000000\"}", "height": 427, "key": "000000021", "original_height": 427, "original_width": 640, "status": "success", "url": "https://assets.rappler.com/4490507D808A42C39BE018834EFB07CB/img/AE7421089C384617A92B475F0E4C81EB/2015_07_13_lake_holon-7.jpg", "width": 640 }	Local fishermen usually sells Tilapia to tourists and trekkers staying at the Lake.
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000000024	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "A bartender making a cocktail at Roosevelt Room", "error_message": null, "exif": "{}", "height": 512, "key": "000000024", "original_height": 825, "original_width": 1200, "status": "success", "url": "https://cdn.vox-cdn.com/thumbor/Sewsu-BqlIJ4jMAjfjmCs_DaG18=/0x0:2048x1408/1200x0/filters:focal(0x0:2048x1408):no_upscale()/cdn.vox-cdn.com/uploads/chorus_asset/file/9053295/16804195_1920441724836770_6635530635594752844_o.0.jpg", "width": 745 }	A bartender making a cocktail at Roosevelt Room
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000000034	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Smiling french bulldog skating on the longboard at the sunny day", "error_message": null, "exif": "{}", "height": 416, "key": "000000034", "original_height": 416, "original_width": 626, "status": "success", "url": "https://img.freepik.com/free-photo/smiling-french-bulldog-skating-longboard-sunny-day_174814-160.jpg?size=626&ext=jpg", "width": 626 }	Smiling french bulldog skating on the longboard at the sunny day
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000000036	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Mini Taco Pizza on a white plate with a blue background and red checkered napkin.", "error_message": null, "exif": "{\"Image Orientation\": \"Horizontal (normal)\", \"Image Software\": \"Google\", \"Image YCbCrSubSampling\": \"[2, 2]\", \"Image ExifOffset\": \"70\", \"EXIF ExifVersion\": \"0220\", \"EXIF ExifImageWidth\": \"800\", \"EXIF ExifImageLength\": \"1067\"}", "height": 683, "key": "000000036", "original_height": 1067, "original_width": 800, "status": "success", "url": "https://3.bp.blogspot.com/-H_UTnyZsxAY/WOvVNMc8NBI/AAAAAAAAUis/n-m5RbeZJGUGnoUivvZehtiGfn3ImvzAQCLcB/s1600/mini-taco-pizzas-4.jpg", "width": 512 }	Mini Taco Pizza on a white plate with a blue background and red checkered napkin.
000000037	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Music instrument background series, vector illustration of a drum with grunge details.", "error_message": null, "exif": "{}", "height": 470, "key": "000000037", "original_height": 470, "original_width": 449, "status": "success", "url": "https://static3.bigstockphoto.com/9/5/1/large2/15940478.jpg", "width": 449 }	Music instrument background series, vector illustration of a drum with grunge details.
000000038	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Gorgeous Bag Dior Saddle in black satin, trim in gold-tone metal with rhinestones, simple satin handle allowing a hand or shoulder stand. Zip closure. Black satin inner lining. Signature:", "error_message": null, "exif": "{}", "height": 512, "key": "000000038", "original_height": 768, "original_width": 768, "status": "success", "url": "https://a.1stdibscdn.com/gorgeous-new-christian-dior-saddle-bag-in-black-satin-with-rhinestones-and-ghw-for-sale-picture-2/v_14022/v_89016021582718936646/Saddle_Dior_Noire_2_master.jpg?width=768", "width": 512 }	Gorgeous Bag Dior Saddle in black satin, trim in gold-tone metal with rhinestones, simple satin handle allowing a hand or shoulder stand. Zip closure. Black satin inner lining. Signature:
000000039	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "A barber shaves another man's head in a camp for internally displaced people in <PERSON>, in Borno state, Nigeria November 23, 2017. (Photo by <PERSON>/Reuters)", "error_message": null, "exif": "{}", "height": 426, "key": "000000039", "original_height": 426, "original_width": 639, "status": "success", "url": "https://pix.avax.news/avaxnews/12/15/00051512_medium.jpeg", "width": 639 }	A barber shaves another man's head in a camp for internally displaced people in <PERSON>, in Borno state, Nigeria November 23, 2017. (Photo by <PERSON>/Reuters)
000000040	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Layout of a NASM Source Line", "error_message": null, "exif": "{\"Image DocumentName\": \"Layout of a NASM Source Line\", \"Image ImageDescription\": \"Like most assemblers, each NASM source line contains (unless it is a macro, a preprocessor directive or an assembler directive: some combination of the four fields. label: instruction operands ; comment.\", \"Image XResolution\": \"200\", \"Image YResolution\": \"200\", \"Image ResolutionUnit\": \"Pixels/Inch\", \"Image Software\": \"SlidePlayer\", \"Image YCbCrPositioning\": \"Centered\"}", "height": 512, "key": "000000040", "original_height": 768, "original_width": 1024, "status": "success", "url": "https://slideplayer.com/slide/16279874/95/images/32/Layout+of+a+NASM+Source+Line.jpg", "width": 683 }	Layout of a NASM Source Line
000000041	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Digital art selected for the Daily Inspiration #1611", "error_message": null, "exif": "{}", "height": 512, "key": "000000041", "original_height": 719, "original_width": 1280, "status": "success", "url": "http://25.media.tumblr.com/5e9cf1a1b697a31a3ddd4a937432ce13/tumblr_mwm3icylQM1r46py4o1_1280.png", "width": 911 }	Digital art selected for the Daily Inspiration #1611
000000042	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Take a Look at Stussy's Limited-Edition Tokyo T-Shirt", "error_message": null, "exif": "{}", "height": 500, "key": "000000042", "original_height": 500, "original_width": 750, "status": "success", "url": "https://image-cdn.hypb.st/https%3A%2F%2Fhypebeast.com%2Fwp-content%2Fblogs.dir%2F6%2Ffiles%2F2018%2F03%2Fstussy-international-tribe-tokyo-t-shirt-00.jpg?fit=max&cbr=1&q=90&w=750&h=500", "width": 750 }	Take a Look at Stussy's Limited-Edition Tokyo T-Shirt
000000043	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "A man and an old man are posing with a fish that a man caught. Behind them, the sun is reflected in the river stock images", "error_message": null, "exif": "{}", "height": 512, "key": "000000043", "original_height": 534, "original_width": 800, "status": "success", "url": "https://thumbs.dreamstime.com/b/man-old-posing-fish-caught-behind-them-sun-reflected-river-men-blue-shirt-black-t-which-his-103813794.jpg", "width": 767 }	A man and an old man are posing with a fish that a man caught. Behind them, the sun is reflected in the river stock images
000000044	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "<PERSON> the Parrot Needlepoint Kit <PERSON> Pale Lime", "error_message": null, "exif": "{}", "height": 512, "key": "000000044", "original_height": 742, "original_width": 742, "status": "success", "url": "https://cdn.shopify.com/s/files/1/0152/5432/3300/products/pete-the-parrot-needlepoint-kit-elizabeth-bradley-design-pale-lime-102634_800x.jpg?v=1556051232", "width": 512 }	<PERSON> the Parrot Needlepoint Kit <PERSON> Pale Lime
000000045	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Celebrity MasterChef's Spencer Matthews Reveals The Dish To Avoid Cooking If You Want To Win", "error_message": null, "exif": "{}", "height": 480, "key": "000000045", "original_height": 480, "original_width": 480, "status": "success", "url": "https://hips.hearstapps.com/hmg-prod.s3.amazonaws.com/images/chocolate-fondant-1583237517.jpg?resize=480:*", "width": 480 }	Celebrity MasterChef's Spencer Matthews Reveals The Dish To Avoid Cooking If You Want To Win
000000046	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "Stratos supporting a variety of sports modes", "error_message": null, "exif": "{\"Image ImageWidth\": \"1000\", \"Image ImageLength\": \"508\", \"Image BitsPerSample\": \"[8, 8, 8]\", \"Image PhotometricInterpretation\": \"2\", \"Image Orientation\": \"Horizontal (normal)\", \"Image SamplesPerPixel\": \"3\", \"Image XResolution\": \"72\", \"Image YResolution\": \"72\", \"Image ResolutionUnit\": \"Pixels/Inch\", \"Image Software\": \"Adobe Photoshop CS6 (Windows)\", \"Image DateTime\": \"2019:01:03 11:01:12\", \"Image ExifOffset\": \"232\", \"Thumbnail Compression\": \"JPEG (old-style)\", \"Thumbnail XResolution\": \"72\", \"Thumbnail YResolution\": \"72\", \"Thumbnail ResolutionUnit\": \"Pixels/Inch\", \"Thumbnail JPEGInterchangeFormat\": \"382\", \"Thumbnail JPEGInterchangeFormatLength\": \"4506\", \"EXIF ExifVersion\": \"0220\", \"EXIF ColorSpace\": \"Uncalibrated\", \"EXIF ExifImageWidth\": \"700\", \"EXIF ExifImageLength\": \"431\"}", "height": 431, "key": "000000046", "original_height": 431, "original_width": 700, "status": "success", "url": "https://uidesign.gbtcdn.com/gb_blog/3500/Huami-Amazfit-Verge-vs-Amazfit-Bip-vs-Amazfit-Stratos-vs-Amazfit-Pace-how-to-choose-C04.jpg", "width": 700 }	Stratos supporting a variety of sports modes
000000047	hf://datasets/pixparse/cc12m-wds@796118f2eabdb9984f23f7f15d1e74d388612fc6/cc12m-train-0000.tar	{ "caption": "A bathroom at Sir <PERSON>", "error_message": null, "exif": "{}", "height": 512, "key": "000000047", "original_height": 688, "original_width": 1024, "status": "success", "url": "https://r-cf.bstatic.com/images/hotel/max1024x768/326/32615701.jpg", "width": 762 }	A bathroom at Sir <PERSON>