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2019 holiday gift guide for the tween and teen girl
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If you're looking for a chocolate fix but don't want all the calories, you have to try this 3 Ingredient Skinny Peanut Butter Brownie Fudge! Only 42 calories for a chunk of fudgy, chocolate marbled, peanut butter deliciousness!
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Scotland boss Steve Clarke began his managerial career on this day in 2012
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People wear masks to help guard against the Coronavirus on a street in downtown Tehran, Iran, Sunday, Feb. 23, 2020. Iran's health ministry raised Sunday the death toll from the new virus to 8 people in the country, amid concerns that clusters there, as well as in Italy and South Korea, could signal a serious new stage in its global spread. (AP Photo/Ebrahim Noroozi
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The double-cut pork chop at The Ainsworth in
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Disabled man and his wife dedicate their newborn baby in Delta state
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A very ingenious antique 1940s hall table with integrated umbrella stand. Great design with a metal pail attached to...
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Capetonians started to look for other sources of water, as household restrictions got tighter. Many started queuing at local springs in the suburbs to fill up water containers.
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newborn baby boy wearing a cream romper laying on a white blanket
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Direct Method t Income statement approach t Look at each item on the income statement to determine how to make it a cash number
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place the wood frame around the advent calendar
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Laura poses for a formal head shot in front of a gray background wearing a black shirt
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You as a lawyer
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Mineral water with fresh herbs in a glass carafe on a garden table
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high heels shoesOne white sandal with high square heels stands on a pink background, close-up side view.
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Bernard Lagat (c.) runs a new American indoor record in the two-mile during the Millrose Games at the NYC Armory on Saturday.
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abstract powerpoint background-Make your abstract powerpoint background a reality
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Commuters at Victoria Station as torrential downpours wreak havoc on the capital's transport
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Ali Marpet’s mother Joy Rose, of the band Housewives on Prozac, is also the founder of Mamapalooza, an event that celebrates the power of mothers.
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Smoldering stare: Halsey, 24, led the worst dressed at Wednesday's Billboard Music Awards a black and electric blue gown that appeared to be inspired by the burlesque dancers of the Depression era
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Adam Sandler has often embodied the dad physique, although most dads forgo the Uggs with shorts look.
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Current Obsession: time-warp photographs that blend Toronto’s past and present
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Long escalator inside a subway tunnel surrounded by red and blue lights
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Up in the air: Phil Jones put in a solid performance at the back as Manchester United kept a clean sheet
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Black Bean Cakes over gaucamole (made with local avocados), with refreshing jicima and carrot salad. Bruschetta with a white bean spread. Loved that sneak of protein!
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I love this little project targets widget in Scrivener!
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These waffle iron hash browns are deliciously crispy on the outside and creamy on the inside. Packed with flavor, these cheesy hash browns are sure to be a breakfast favorite!
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Gardens by the bay4
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India's Prime Minister Narendra Modi speaks to the media inside the parliament premises on the first day of the winter session in New Delhi, India, November 18, 2019. — Reuters/File
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cloudy day : Timelapse sunset on the cloudy sky over city, Turkey, Istanbul
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Carol Voderman health: The deadly condition which left the star ‘six hours from death’ 1
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The jacket is white. The title is in large thin sans serif caps, bright red, and centred in the top quarter, two words per line. In the middle there is a silhouette of a man and woman dancing what looks like the Charleston -- a period dance anyway. Between the two dancers the word poems in small black caps. Below the dancers the author's name in slightly larger black caps. All text is centred. The name of the press is centred at the foot of the jacket in tiny red caps.
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golf course in the fall
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National Honor Society members stuff stockings for children in need at the winter social in the cafeteria. This article was published in modified form for the Stall Seat Journal.
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Couple have a snowball fight in Trafalgar Square in central London on January 24 as the capital experiences a rare covering of snow on Sunday.
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Jim LaChance, Maryland Sea Grant’s new aquaculture coordinator, is looking forward to getting out to oyster farms like this one, where small seeds grow in a nursery until they are large enough to be placed in the Bay or its rivers to reach market size. Photo credit Rona Kobell
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13 National Center for Health Statistics +$13.9 Million These include: –Collecting a full 12 months of core birth and death data from states –Conducting the National Health Information Survey (NHIS) in at least 30,625 households covering 76,562 persons and redesigning a new sample for NHIS to ensure it accurately reflects the shifting U.S.
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a green suitcase sitting on a wooden floor
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FORMER CHIEF: Jeffrey Fenlason, right, of the Winslow Police Department, attends a meeting in 2009 with other town officials shortly before he was named the town’s police chief that year.
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Chummy: The daughter of Steven Tyler was seen chatting with a blonde pal on the sidewalk
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This sitting room is clearly situated in a summer residence. Three large French doors, opened to the outside, are dressed with billowing white pelmets. The light wooden floor is laid in a simple geometric pattern and the furniture, in the Biedermeier style, is upholstered, most likely in printed cotton. A center table, covered with a plaid cloth, holds books and a plant. A writing desk, additional plants, a birdcage, paintings and a dog curled up on the sofa create the ambience of a summer retreat.
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People sitting by the pool for a Virginia wedding reception
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Tela Golden retriever against deocrated Chrostmas tree in the room
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Adding an outdoor welcome mat is good way to make your RV feel more like a home.
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The paradigm has shifted: IndyCar is a street course series
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A group of Muslim and Jewish teenagers pose together for a group photo
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Beautiful Mindfulness Tree Landscape - Big multicolored tree with large draping branch in an ethereal light landscape with feminine colors and copy space
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Rapidly reduce costs with a streamlined data supply chain
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a young girl with cancer, riding in a car, looks at all the bright lights of the city. - cancer illness stock pictures, royalty-free photos & images
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Geomorphological section showing the dissected hills with valley fill at the lower reaches in Nilgiris.
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Employees line up and cheer as the first members of the public enter the new Ikea store in Renton.
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Read more about the golf
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Corrie's Ray Crosby 'to leave' in dramatic downfall at the hands of Craig Tinker
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Enjoy panoramic volcanic landscape shots at this unique restaurant in the Canary Islands in Spain
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SWEAT: England's Joe Root struggled to cope with the heat out in the middle during the Sydney Test.
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These Malted Milk Ball Blondies come together in 30 minutes and are truly addicting! Get the easy-to-follow recipe from Savory Simple.
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Before shot of the rear of our Harlem townhouse shell
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Moose the Virginia Tech therapy dog receives an honorary degree
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Khaadi's new megastore in Lahore will launch with a 38-hour sale this weekend!
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4 men in suits stood in a car park outside of the AJ Bell Stadium with a KTSL pop up banner between them
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For Cate (left), her experience at Rio left her "heartbroken."
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a concrete slab with the words I love, I hope
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Joey Arrigo, as the character Waz, performs on a lighting fixture in
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Young man jumping while playing electric guitar. Guitar head is changed, and it's not a copy of any existing guitar. Guitar head does not look like any other existing guitar head.
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Young doctor with patient preparing an x-ray
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The leader of the business people giving a speech in a conference room.
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this is a bowl of vanilla ice cream that has the famous nutter butter cookies crumbled inside it
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Ancient relief with Christian crosses and an alien-like person on wall of the fourth-century Samtavro Orthodox Church in Mtskheta, Georgia.
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bride and groom, the hundred house, married,
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Nitama, which succeeded Tuesday to the position of stationmaster of Kishi Station in Kinokawa, Wakayama Prefecture, poses with a portrait of her famous predecessor, Tama. | KYODO
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How to care for the swimming pool plaster
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Close-up of a woman looking through a phoropter
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LAST CALL for the 20% OFF in the outstanding vintage ports from 2015
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The human hourglass: The Romanian model who has just a ...
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Cattle no longer graze on the hills of Point Oneida. The barbed wire fences have been rolled up, though not removed.
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Group of green biofuel drums on shipping pallets in the storage warehouse
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A man with tattooed arm dressed in khaki t shirt and a military cap.
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El Dorado's gannon White (4) races down the field against Labette County on Friday, Sept. 18. White ran for 110 yards and scored two touchdowns
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Photo of Supreme Religious Authority recommends intensifying media and preaching efforts to end the injustice against Shias
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small interior view of soft coin purse with zip and star on the front variable colour options
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Container castor with central brake. The cam connects to the brake rod and offers easy braking and release.
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Happy family playing chess at home in a cold winter day, looking at camera, smiling.
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000008855
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dentist and patient in the clinic
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[ [ 0, 7, 0.23350229899088543, 0.08126823425292969, 0.6673662312825521, 0.9860538482666016, 0.9062741 ], [ 23, 33, 0.0045749918619791665, 0.0049915313720703125, 0.9979850260416666, 0.9967612457275391, 0.8011047 ], [ 12, 19, 0.4466486104329427, 0.32112281799316406, 0.9132710774739583, 0.9973299407958984, 0.74336183 ] ]
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https://www.gannett-cdn.…t=pjpg&auto=webp
Dr. Air Berger, an internist who specializes in palliative care at Holy Name Medical Center, speaks to a patient about palliative care.
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000007778
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https://passthemicyouth.…ic-1-300x300.jpg
Young woman in a read dress sitting and reading in an armchair
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[ [ 15, 27, 0.2716386159261068, 0.4783769734700521, 0.7313673400878906, 0.9820786539713542, 0.79319507 ], [ 51, 62, 0.08430652618408203, 0.09918624877929688, 0.9112945556640625, 0.99875, 0.6645058 ] ]
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Swim like a fish hand drawn lettering vector
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[ [ 10, 44, 0.036597368096103186, 0.06087541198730469, 0.967920832273339, 0.9293500366210937, 0.6652467 ] ]
[ [ 10, 44, 0.036597368096103186, 0.06087541198730469, 0.967920832273339, 0.9293500366210937, 0.6652467 ] ]
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https://www.butchersandp…/cast-iron-3.jpg
A round and square shaped skillet
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[ [ 0, 33, 0.19674907128016153, 0.1142048438390096, 0.8166255156199137, 0.41815610726674396, 0.6600086 ] ]
[ [ 0, 33, 0.19674907128016153, 0.1142048438390096, 0.8166255156199137, 0.41815610726674396, 0.6600086 ] ]
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0.292236
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2,147,483,800,438
https://img-aws.ehowcdn.…4/3/78033118.jpg
Invite local farmers to sell their produce at your barn.
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0.319824
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https://mars.nasa.gov/ms…2NCAM00594M_.JPG
Nasa's Mars rover Curiosity acquired this image using its Right Navigation Camera on Sol 3071, at drive 792, site number 87
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[ [ 37, 47, 0.005528831233580907, 0.006592979033788045, 0.9937252203623453, 0.9943821430206299, 0.7031251 ] ]
[ [ 37, 47, 0.005528831233580907, 0.006592979033788045, 0.9937252203623453, 0.9943821430206299, 0.7031251 ] ]
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https://media.breitbart.…etty-420x315.jpg
Cars drive along the Golden Gate Bridge under an orange smoke filled sky at midday in San Francisco, California on September 9, 2020. - More than 300,000 acres are burning across the northwestern state including 35 major wildfires, with at least five towns "substantially destroyed" and mass evacuations taking place. …
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Paul took his unblemished record to 3-0 after downing Ben Askren with a first round knockout
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[ [ 54, 64, 0.10928397708468968, 0.07144821186860402, 0.5623947779337565, 0.9951338768005371, 0.67748684 ] ]
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https://static.vecteezy.…k-free-photo.jpg
Blank book on the desk
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[ [ 0, 10, 0.10234936685657184, 0.4454729461669922, 0.8956160941393272, 0.8949111175537109, 0.90265435 ] ]
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Design ideas for a medium sized contemporary galley open plan kitchen in London with a double-bowl sink, flat-panel cabinets, white cabinets, an island, white worktops, quartz worktops, glass sheet splashback, stainless steel appliances and white floors.
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GRIT: Large-Scale Training Corpus of Grounded Image-Text Pairs

Dataset Summary

We introduce GRIT, a large-scale dataset of Grounded Image-Text pairs, which is created based on image-text pairs from COYO-700M and LAION-2B. We construct a pipeline to extract and link text spans (i.e., noun phrases, and referring expressions) in the caption to their corresponding image regions. More details can be found in the paper.

Supported Tasks

During the construction, we excluded the image-caption pairs if no bounding boxes are retained. This procedure resulted in a high-quality image-caption subset of COYO-700M, which we will validate in the future.

Furthermore, this dataset contains text-span-bounding-box pairs. Thus, it can be used in many location-aware mono/multimodal tasks, such as phrase grounding, referring expression comprehension, referring expression generation, and open-world object detection.

Data Instance

One instance is

{
  'key': '000373938', 
  'clip_similarity_vitb32': 0.353271484375, 
  'clip_similarity_vitl14': 0.2958984375, 
  'id': 1795296605919, 
  'url': "https://www.thestrapsaver.com/wp-content/uploads/customerservice-1.jpg", 
  'caption': 'a wire hanger with a paper cover that reads we heart our customers', 
  'width': 1024, 
  'height': 693, 
  'noun_chunks': [[19, 32, 0.019644069503434333, 0.31054004033406574, 0.9622142865754519, 0.9603442351023356, 0.79298526], [0, 13, 0.019422357885505368, 0.027634161214033764, 0.9593302408854166, 0.969467560450236, 0.67520964]], 
  'ref_exps': [[19, 66, 0.019644069503434333, 0.31054004033406574, 0.9622142865754519, 0.9603442351023356, 0.79298526], [0, 66, 0.019422357885505368, 0.027634161214033764, 0.9593302408854166, 0.969467560450236, 0.67520964]]
}
  • key: The generated file name when using img2dataset to download COYO-700M (omit it).
  • clip_similarity_vitb32: The cosine similarity between text and image(ViT-B/32) embeddings by OpenAI CLIP, provided by COYO-700M.
  • clip_similarity_vitl14: The cosine similarity between text and image(ViT-L/14) embeddings by OpenAI CLIP, provided by COYO-700M.
  • id: Unique 64-bit integer ID in COYO-700M.
  • url: The image URL.
  • caption: The corresponding caption.
  • width: The width of the image.
  • height: The height of the image.
  • noun_chunks: The noun chunks (extracted by spaCy) that have associated bounding boxes (predicted by GLIP). The items in the children list respectively represent 'Start of the noun chunk in caption', 'End of the noun chunk in caption', 'normalized x_min', 'normalized y_min', 'normalized x_max', 'normalized y_max', 'confidence score'.
  • ref_exps: The corresponding referring expressions. If a noun chunk has no expansion, we just copy it.

Download image

We recommend to use img2dataset tool to download the images.

  1. Download the metadata. You can download it by cloning current repository:
git lfs install
git clone https://huggingface.co/datasets/zzliang/GRIT
  1. Install img2dataset.
pip install img2dataset
  1. Download images You need to replace /path/to/GRIT_dataset/grit-20m with the local path to this repository.
img2dataset --url_list /path/to/GRIT_dataset/grit-20m --input_format "parquet"\
    --url_col "url" --caption_col "caption" --output_format webdataset \
    --output_folder /tmp/grit --processes_count 4 --thread_count 64 --image_size 256 \
    --resize_only_if_bigger=True --resize_mode="keep_ratio" --skip_reencode=True \
    --save_additional_columns '["id","noun_chunks","ref_exps","clip_similarity_vitb32","clip_similarity_vitl14"]' \
    --enable_wandb False

You can adjust some parameters according to your actual needs (e.g., processes_count, thread_count, image_size, save_additional_columns). More img2dataset hyper-parameters can be found in here.

Citation Information

If you apply this dataset to any project and research, please cite our paper and coyo-700m:

@article{Kosmos2,
  title={Kosmos-2: Grounding Multimodal Large Language Models to the World},
  author={Zhiliang Peng and Wenhui Wang and Li Dong and Yaru Hao and Shaohan Huang and Shuming Ma and Furu Wei},
  journal={ArXiv},
  year={2023},
  volume={abs/2306.14824}
}

@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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