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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 | 9d3638a5-2b9e-4fc4-bf63-3c8d5ac2db1e | 41afa7ab-ef57-48da-9216-3b58a1a4dd4b | 1,024 | 1,024 | 3,534,243,882 | false | stable-diffusion | false | 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 | cc9e97fc-aafa-47ee-a6a0-23777edb3b7f | acb0f8de-864b-460b-867a-11c2ee7faaee | 1,280 | 768 | 419,391,306 | false | stable-diffusion | false | 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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pirates board meeting, cgsociety, fantasy art, 2 d game art, concept art, heavenly lighting, retrowave, behance hd, concept art by jesper ejsing, by rhads, makoto shinkai cyril rolando, madgwick, cory loftis, anime studio and pixar animation studio and disney | c6afd459-e338-41ac-bafc-33261d2cd002 | 2acef80b-0cb3-4980-8200-85af1f615b6a | 512 | 512 | 2,170,719,231 | false | stable-diffusion | false | pirates board meeting | [
"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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a highly detailed illustration of fierce young aztec jaguar warrior boy wearing green jaguar mane, heroic roaring wielding aztec macuahuitl pose, muscular, intricate, elegant, highly detailed, centered, digital painting, artstation, concept art, smooth, sharp focus, league of legends concept art, wlop | 2cd4429c-e114-462f-be8f-6478f6614afc | 1b409f93-aa5f-4719-a2a7-62d4b22012f8 | 512 | 704 | 1,233,902,384 | false | stable-diffusion | false | a highly detailed illustration of fierce young aztec jaguar warrior boy wearing green jaguar mane | [
"concept art",
"league of legends concept art",
"artstation",
"muscular",
"digital painting",
"sharp focus",
"intricate",
"highly detailed",
"wlop",
"centered",
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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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|
"Henry Cavill as a Space Marine Primarch, Sci-Fi closeup character art by Neil Roberts and Marc Lee (...TRUNCATED) | 9379905f-c999-4ce1-adf6-6b177253ba0b | ddd2bbad-dbce-4d86-8ad5-c1712da91010 | 512 | 512 | 2,068,010,102 | false | stable-diffusion | false | Henry Cavill as a Space Marine Primarch | [
"digital art",
"artstation"
] | [1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) |
|
improbable neon, electric, character art, trending on artstation, epic composition, emotional | a88d6a89-7c51-4646-933a-1f5f001252d6 | 1dd79647-fb2d-4451-bf94-23a353abfacf | 512 | 512 | 1,669,612,153 | false | stable-diffusion | false | improbable neon | [
"emotional",
"artstation",
"electric",
"character art",
"epic composition"
] | [1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) |
|
"portrait of andrew tate as a beautiful young woman, cute, trending on artstation, artstationhd,, be(...TRUNCATED) | b78c0d96-135c-4ea3-81b9-cae0b68496cd | bbc1f5f9-857c-4440-b962-504cc4fc7e1e | 512 | 512 | 1,885,129,813 | false | stable-diffusion | false | portrait of andrew tate as a beautiful young woman | [
"anime",
"artstation",
"cute",
"beautiful",
"soft",
"artstationhd",
"behance hd"
] | [1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0(...TRUNCATED) |
|
"a digital art portrait of benedict cumberbatch as grey stone golem barbarian with warhammer, dnd be(...TRUNCATED) | c6c8f02d-0a5b-41d2-a6e4-28ef9d5221d4 | 00bfe954-7c2d-4fc8-8e29-076c1879947f | 512 | 512 | 3,639,051,135 | false | stable-diffusion | false | a digital art portrait of benedict cumberbatch as grey stone golem barbarian with warhammer | [
"volumetric lighting",
"4k",
"octane render",
"ultra detail",
"unreal engine"
] | [0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0(...TRUNCATED) |
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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