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29e16a72-cdc6-454c-917d-53252585f12f | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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60b5b974-765f-4ff8-9fc4-73e9ea0c3af3 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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63d4e75a-b3d7-480c-80d4-f11a4f0622d3 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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a1508042-b719-4c84-8d39-9b2fe720204f | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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2d243a94-3893-4819-9fa0-87bc0233abdf | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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24f271eb-590d-4e81-a437-60a4f12d7ba7 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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2e115ef9-ef10-4dea-a251-bed374e5b75c | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
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146156f2-19c4-4488-92fb-1f22af2f5bec | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 16-years-old female from Canada, fit, a beige wall, wavy brown above eyes hair, v neckline normal long sleeve cotton solid color sweaters, white collar medium cotton plaid, black close-fitting maxi denim solid color jeans, leather backpack, cotton belt, cotton plaid scarf, cotton solid color socks, cotton plaid tie.",
"image_source": "t2i",
"image_url": "",
"index": "146156f2-19c4-4488-92fb-1f22af2f5bec"
} |
|
19f28b56-b8a1-453b-8e07-45d71f26e969 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A headshot shot, a 86-years-old male from United Arab Emirates, fit, a white wall, ponytail black above shoulders hair, green v neckline normal short sleeve cotton solid color t-shirt, blue jeans straight maxi denim solid color jeans, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "19f28b56-b8a1-453b-8e07-45d71f26e969"
} |
|
760a9e7b-ae92-4ae1-9212-bcb279be17f9 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 80-years-old female from United States of America, fit, a white door and a window, wavy brown above chest hair, white collar normal long sleeve cotton plaid sweaters, cotton plaid tie.",
"image_source": "t2i",
"image_url": "",
"index": "760a9e7b-ae92-4ae1-9212-bcb279be17f9"
} |
|
bb0370af-272d-4f43-9976-2e3d77b47bbc | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A full-body shot, a 64-years-old male from Russia, fit, a white wall, wavy black above chest hair, scoop neckline normal long sleeve cotton solid color shirt, black and white v neckline maxi cotton plaid cardigan, black close-fitting maxi cotton solid color pants, black ankle boots leather solid color boots, cotton solid color socks, cotton plaid tie.",
"image_source": "t2i",
"image_url": "",
"index": "bb0370af-272d-4f43-9976-2e3d77b47bbc"
} |
|
3fe9785a-6f68-4e42-b758-2019474bef52 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 55-years-old male from Kazakhstan, fit, indoor, bun blonde above chest hair, off-shoulder maxi square neck long sleeve mesh solid color wedding dress, plastic solid color headband, mesh solid color headscarf, mesh solid color veil, mesh solid color socks.",
"image_source": "t2i",
"image_url": "",
"index": "3fe9785a-6f68-4e42-b758-2019474bef52"
} |
|
9f73a921-54ca-4cac-a734-c63c949c0627 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 16-years-old female from Canada, fit, a white tent with a green tarp, curly brown above chest hair, short scoop neckline short sleeve cotton graphic dress, cotton solid color socks, cotton graphic tie.",
"image_source": "t2i",
"image_url": "",
"index": "9f73a921-54ca-4cac-a734-c63c949c0627"
} |
|
4d18c979-74a4-4ea4-b2a2-8025d04a6161 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 70-years-old female from South Korea, fit, a tree with green leaves, wavy brown above chest hair, blue collar normal short sleeve cotton solid color polo shirt, cotton baseball cap, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "4d18c979-74a4-4ea4-b2a2-8025d04a6161"
} |
|
449f702a-23ed-4ccf-ac7e-189365aa636b | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 31-years-old female from Russia, fit, a brown wall, straight black above chest hair, long sleeve saree, cotton belt, cotton graphic tie.",
"image_source": "t2i",
"image_url": "",
"index": "449f702a-23ed-4ccf-ac7e-189365aa636b"
} |
|
e3a7bab0-b74b-4f24-90c5-e15f8e22db0f | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 86-years-old male from Italy, fit, a white wall, wavy brown above eyes hair, blue collar normal short sleeve cotton solid color polo shirt, white straight maxi cotton solid color pants, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "e3a7bab0-b74b-4f24-90c5-e15f8e22db0f"
} |
|
ef43a6fa-0e87-4e64-ac78-012438572f19 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 28-years-old female from South Korea, fit, indoor, bun black above chest hair, collar normal medium sleeve cotton solid color shirt, white collar medium cotton solid color, cotton solid color headband, cotton solid color headscarf, cotton solid color veil, cotton solid color socks, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "ef43a6fa-0e87-4e64-ac78-012438572f19"
} |
|
8bea4b20-58ea-427f-ae49-5a8c968e2e35 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 67-years-old male from United Kingdom, fit, outdoor, wavy brown above chest hair, scoop neckline crop medium sleeve cotton solid color t-shirt, black scoop neckline medium cotton solid color jacket, black close-fitting maxi cotton solid color pants, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "8bea4b20-58ea-427f-ae49-5a8c968e2e35"
} |
|
c34d3ab7-3282-4066-b6d6-040e2e02430e | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 18-years-old female from Japan, fit, a brick wall and a building, wavy brown above eyes hair, white collar normal long sleeve cotton solid color shirt, black straight maxi cotton solid color pants, leather belt, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "c34d3ab7-3282-4066-b6d6-040e2e02430e"
} |
|
69be8619-1796-4069-bbae-f8200c2ca9b0 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 90-years-old male from Egypt, fit, a white wall, straight black below chest hair, short v neckline medium sleeve silk graphic dress, cotton solid color socks.",
"image_source": "t2i",
"image_url": "",
"index": "69be8619-1796-4069-bbae-f8200c2ca9b0"
} |
|
613ec416-2b1f-4151-9160-827a39b7b53d | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 30-years-old female from Russia, fit, a white wall, wavy black above chest hair, maxi v neckline short sleeve cotton stripes dress, cotton solid color socks.",
"image_source": "t2i",
"image_url": "",
"index": "613ec416-2b1f-4151-9160-827a39b7b53d"
} |
|
f8a7ba7c-8f11-44ff-b291-e28fd98155ac | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A headshot shot, a 51-years-old female from Brazil, fit, a forest with trees and bushes, bun blonde above shoulders hair, long sleeve cosplay, black leather solid color high heels, cotton sun hat, cotton graphic headband, cotton graphic headscarf, cotton graphic veil, cotton solid color socks, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "f8a7ba7c-8f11-44ff-b291-e28fd98155ac"
} |
|
cb323787-1ac2-4063-a705-9339b32b7752 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 57-years-old male from United Kingdom, fit, studio, wavy brown above chest hair, blue scoop neckline normal long sleeve cotton solid color shirt, blue jeans straight maxi denim solid color jeans, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "cb323787-1ac2-4063-a705-9339b32b7752"
} |
|
db538049-48c2-4c9f-b582-0c5a3cd2bba7 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A full-body shot, a 22-years-old female from Saudi Arabia, fit, a green wall, straight brown above chest hair, off-shoulder short scoop neckline short sleeve silk floral dress, black ankle boots leather solid color boots, leather handbag, cotton solid color socks.",
"image_source": "t2i",
"image_url": "",
"index": "db538049-48c2-4c9f-b582-0c5a3cd2bba7"
} |
|
618c0142-e435-42a0-985e-b1f1639d7b4b | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A nearly full-body shot, a 37-years-old male from Germany, fit, outdoor, ponytail brown above chest hair, collar normal long sleeve cotton plaid shirt, red and black collar medium cotton plaid jacket, black close-fitting maxi cotton solid color pants, red ankle boots leather solid color boots, woven beanie hat, cotton plaid scarf, cotton plaid headband, cotton plaid headscarf, cotton plaid veil, cotton solid color socks, cotton plaid tie.",
"image_source": "t2i",
"image_url": "",
"index": "618c0142-e435-42a0-985e-b1f1639d7b4b"
} |
|
6b44dc41-7eb3-489a-b0c7-c511e41aff7e | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A upper body shot, a 86-years-old male from United Arab Emirates, a dark, blurry, and indistinct area, bob black above shoulders hair.",
"image_source": "t2i",
"image_url": "",
"index": "6b44dc41-7eb3-489a-b0c7-c511e41aff7e"
} |
|
0b5b5b0d-9a5b-47e3-aef9-f8a606efc47d | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A full-body shot, a 11-years-old male from United Arab Emirates, fit, a white wall, wavy blonde below chest hair, green scoop neckline normal long sleeve cotton solid color sweatshirt, white close-fitting short cotton solid color shorts, cotton solid color socks, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "0b5b5b0d-9a5b-47e3-aef9-f8a606efc47d"
} |
|
7a22e595-bf27-426d-af24-fde4244204a9 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A full-body shot, a 78-years-old male from Kazakhstan, fit, a white wall, wavy brown above chest hair, scoop neckline normal long sleeve cotton solid color t-shirt, blue collar medium cotton solid color blazers, blue flare maxi cotton solid color pants, white ankle boots leather solid color sneakers, cotton solid color socks, cotton solid color tie.",
"image_source": "t2i",
"image_url": "",
"index": "7a22e595-bf27-426d-af24-fde4244204a9"
} |
|
ab0dd568-19d8-4b42-8138-c684496f46ed | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 80-years-old female from United States of America, fit, a white curtain, wavy brown above chest hair, off-shoulder maxi v neckline sleeveless silk solid color wedding dress.",
"image_source": "t2i",
"image_url": "",
"index": "ab0dd568-19d8-4b42-8138-c684496f46ed"
} |
|
b8687708-3d4c-4e09-ab99-28f76a9246c2 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 12-years-old male from Mexico, fit, indoor, afro-hair black crew cut hair, midi scoop neckline short sleeve cotton stripes dress, brown ankle boots leather solid color sneakers, cotton bucket hat, cotton stripes headband, cotton solid color headscarf, cotton stripes veil, cotton solid color socks.",
"image_source": "t2i",
"image_url": "",
"index": "b8687708-3d4c-4e09-ab99-28f76a9246c2"
} |
|
964209b7-4cbb-481b-b5a6-1494ddefa01a | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 16-years-old female from Canada, fit, studio, straight black crew cut hair, collar normal long sleeve cotton plaid t-shirt, black collar medium cotton plaid overcoat, cotton belt, cotton plaid tie.",
"image_source": "t2i",
"image_url": "",
"index": "964209b7-4cbb-481b-b5a6-1494ddefa01a"
} |
|
c3cc9996-68df-4145-8dc4-0488804039b1 | hf://datasets/passing2961/stark-face-image@22012917ea52e539cc1b0d0ce1bd346e7f9f8f1b/stark-train-000000-of-000002.tar | {
"face_description": "A portrait shot, a 70-years-old female from South Korea, fit, a white wall, straight brown above chest hair, off-shoulder sleeveless cotton, white scoop neckline cotton solid color, cotton graphic tie.",
"image_source": "t2i",
"image_url": "",
"index": "c3cc9996-68df-4145-8dc4-0488804039b1"
} |
Dataset Card for Stark
π Homepage | π» Github | π Arxiv | π PDF
List of Provided Model Series
- Ultron-Summarizer-Series: π€ Ultron-Summarizer-1B | π€ Ultron-Summarizer-3B | π€ Ultron-Summarizer-8B
- Ultron 7B: π€ Ultron-7B
π¨ Disclaimer: All models and datasets are intended for research purposes only.
Dataset Summary
Stark is a publicly available, large-scale, long-term multi-modal conversation dataset that encompasses a diverse range of social personas, multi-modality formats, time intervals, and images. To automatically construct Stark, we introduce a novel multi-modal contextualization framework, MCU, which generates long-term multi-modal dialogues distilled from ChatGPT and our proposed Plan-and-Execute Image Aligner. An overview of MCU and an example from Stark are illustrated below.
This repository contains virtual human face images generated from text-to-image generative model (i.e., SDXL-Lightning). The virtual human face is created based on a predefined human attribute collection from CosmicMan, with the full human attribute information presented in the Appendix A.3 of our paper.
Dataset Structure
Since the number of images is large (roughly 899K), we store and provide the image datasets in WebDataset format for efficiency.
Field | Type | Description |
---|---|---|
key |
str | A unique identifier for each data entry in the dataset. |
url |
str | The URL path to the image stored in the dataset repository on HuggingFace. All URLs point to the base HuggingFace repository where images are stored. |
jpg |
image | The image data associated with each entry, displayed as a thumbnail in the dataset viewer. This column stores the actual image content relevant to the conversation in the dataset. |
json |
dict | Contains additional metadata and information for each image, structured as a dictionary. The JSON field typically includes the following keys: image_source , image_url , face_description , and index . |
image_source
: Source of the image (t2i
), where:"t2i"
: Image from a general text-to-image generative model (i.e., SDXL-Lightning).
image_url
: External URL where the image was originally sourced. In this dataset, theimage_url
is always an empty string.face_description
: The virtual human face description that is created based on a predefined human attribute collection from CosmicMan.index
: A unique index identifier for each image within the dataset, which is the same as thekey
field.
Data Instance
The following is an example instance from the dataset.
{
"__key__": "14c9849f-ec2b-4b96-9dae-71645106c8ab",
"__url__": "hf://datasets/passing2961/stark-face-image@c3a0b98979522e79174676583528c3c2f54741a8/stark-train-000000-of-000002.tar",
"jpg": "<image/png>",
"json": {
"face_description": "A nearly full-body shot, a 85-years-old female from Japan, fit, a brown wall, ponytail blonde above chest hair, off-shoulder short scoop neckline sleeveless silk graphic dress, striped green scoop neckline normal sleeveless cotton graphic camisole, cotton graphic tie.",
"image_source": "t2i",
"image_url": "",
"index": "14c9849f-ec2b-4b96-9dae-71645106c8ab"
}
}
Dataset Construction
We construct the Stark dataset using our proposed novel framework, MCU, which distills long-term multi-modal dialogue from ChatGPT and our proposed Plan-and-Execute Image Aligner, powered by a personalized text-to-image generative model (i.e., PhotoMaker), image database retrieval, and web search. All prompt templates used for dataset construction are presented in the Appendix of our paper.
Languages
- English
Further Details and Limitations
For additional information and limitations, please refer to our paper.
License and Recommendations
The Stark dataset is intended for research purposes only. Despite our efforts to generate high-quality and diverse personalized images, users should be mindful of ethical considerations when utilizing the dataset.
Acknowledgements
This work was supported by a grant from the KAIST-KT joint research project through AI Tech Lab, Institute of Convergence Technology, funded by KT [Project No. G01230605, Development of Task-oriented Persona-based Dialogue Generation Combining Multi-modal Interaction and Knowledge Modeling].
Citation
If you find the resources in this repository useful, please cite our work:
@article{lee2024stark,
title={Stark: Social Long-Term Multi-Modal Conversation with Persona Commonsense Knowledge},
author={Lee, Young-Jun and Lee, Dokyong and Youn, Junyoung and Oh, Kyeongjin and Ko, Byungsoo and Hyeon, Jonghwan and Choi, Ho-Jin},
journal={arXiv preprint arXiv:2407.03958},
year={2024}
}
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