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cute little anthropomorphic Maltese Terrier, wielding a magic staff, tiny, small, short, Wizard robe, cute and adorable, pretty, beautiful, DnD character art portrait, matte fantasy painting, DeviantArt Artstation, by Jason Felix by Steve Argyle by Tyler Jacobson by Peter Mohrbacher, cinema
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cute little anthropomorphic Maltese Terrier
[ "jason felix", "cinema", "short", "pretty", "small", "peter mohrbacher", "matte fantasy painting", "deviantart artstation", "wizard robe", "beautiful", "tyler jacobson", "tiny", "dnd character art portrait", "steve argyle", "cute and adorable" ]
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a boy wearing a dark hoodie walking at the streets of Tokyo at night, concept art, digital painting, night lights, vending machines, aesthetic, trending on artstation, 8k, dramatic composition, intricate details, sharp focus
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stable-diffusion
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a boy wearing a dark hoodie walking at the streets of Tokyo at night
[ "concept art", "artstation", "digital painting", "sharp focus", "aesthetic", "8k", "night lights", "intricate details" ]
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[ "concept art", "fantasy art", "game art", "concept", "rhads", "jesper ejsing", "retrowave", "cory loftis", "makoto shinkai cyril rolando", "2d", "cgsociety", "behance hd", "madgwick" ]
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samurai woman in black
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a solarpunk desert city similar to Las Vegas, beautiful dynamic lighting, cinematic, wide angle establishing shot, extremely high detail, photo realistic, cinematic lighting, post processed, concept art, artstation, matte painting, style by eddie mendoza, raphael lacoste, alex ross, volumetric lighting, light rays, photorealistic, ultrarealistic, moody, coronarender, 8k
292f8fb7-5d94-4ac8-8268-74d14ee58a85
db35a525-7677-4068-bd3a-ccbca3685573
512
512
1,442,899,065
false
stable-diffusion
false
a solarpunk desert city similar to Las Vegas
[ "concept art", "raphael lacoste", "post processed", "wide angle establishing shot", "ultrarealistic", "photorealistic", "beautiful dynamic lighting", "coronarender", "alex ross", "matte painting", "etail", "cinematic", "volumetric lighting", "artstation", "moody", "photo realistic", "style", "eddie mendoza", "light rays", "8k", "cinematic lighting", "extremely highd" ]
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LexicaDataset

LexicaDataset is a large-scale text-to-image prompt dataset shared in [USENIX'24] Prompt Stealing Attacks Against Text-to-Image Generation Models. It contains 61,467 prompt-image pairs collected from Lexica. All prompts are curated by real users and images are generated by Stable Diffusion. Data collection details can be found in the paper.

Data Splits

We randomly sample 80% of a dataset as the training dataset and the rest 20% as the testing dataset.

Load LexicaDataset

You can use the Hugging Face Datasets library to easily load prompts and images from LexicaDataset.

import numpy as np
from datasets import load_dataset

trainset = load_dataset('vera365/lexica_dataset', split='train')
testset  = load_dataset('vera365/lexica_dataset', split='test')

Metadata Schema

trainset and testset share the same schema.

Column Type Description
image image The generated image
prompt string The text prompt used to generate this image
id string Image UUID
promptid string Prompt UUID
width uint16 Image width
height uint16 Image height
seed uint32 Random seed used to generate this image.
grid bool Whether the image is composed of multiple smaller images arranged in a grid
model string Model used to generate the image
nsfw string Whether the image is NSFW
subject string the subject/object depicted in the image, extracted from the prompt
modifier10 sequence Modifiers in the prompt that appear more than 10 times in the whole dataset. We regard them as labels to train the modifier detector
modifier10_vector sequence One-hot vector of modifier10

Ethics & Disclosure

According to the terms and conditions of Lexica, images on the website are available under the Creative Commons Noncommercial 4.0 Attribution International License. We strictly followed Lexica’s Terms and Conditions, utilized only the official Lexica API for data retrieval, and disclosed our research to Lexica. We also responsibly disclosed our findings to related prompt marketplaces.

License

The LexicaDataset dataset is available under the CC-BY 4.0 License.

Citation

If you find this useful in your research, please consider citing:

@inproceedings{SQBZ24,
  author = {Xinyue Shen and Yiting Qu and Michael Backes and Yang Zhang},
  title = {{Prompt Stealing Attacks Against Text-to-Image Generation Models}},
  booktitle = {{USENIX Security Symposium (USENIX Security)}},
  publisher = {USENIX},
  year = {2024}
}
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