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coin/122/xZecGPPhbHE.mp4 | 24.991633 | 27.9279 | pull up the hair to reserve place for the hair extensions | 0.075301 | 29.97003 | [
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"a woman is doing another woman's hair while sitting in the hair salon.",
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] | A stylist gently pulls up the woman's hair to reserve a place for the hair extensions, amidst the salon atmosphere where scissors and combs are being used to cut and style the hair. | 0 | [
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coin/122/xZecGPPhbHE.mp4 | 39.506133 | 42.4424 | put on the hair extensions | 0.217484 | 29.97003 | [
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coin/66/ewmdE3DmlL0.mp4 | 30.96 | 33.92 | place the bicycle on the bracket | 0.058017 | 25 | [
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"a car with a bike attached to the roof",
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coin/66/ewmdE3DmlL0.mp4 | 39.76 | 42.72 | fasten the strap | 0.042495 | 25 | [
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coin/66/ewmdE3DmlL0.mp4 | 57.4 | 60 | fasten the strap | 0.0323 | 25 | [
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] | A man puts a green bicycle with a handlebar on top of his car, then fastens the strap to secure it. | 7 | [
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coin/94/JTmzWWU7s1M.mp4 | 174.807967 | 177.744233 | put the melted soap block into the vessel | 0.12372 | 29.97003 | [
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coin/94/JTmzWWU7s1M.mp4 | 173.306467 | 176.242733 | put the melted soap block into the vessel | 0.138079 | 29.97003 | [
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coin/69/jXYZEb-56Wc.mp4 | 40.915875 | 43.835458 | wipe screen | 0.181289 | 23.976024 | [
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coin/69/jXYZEb-56Wc.mp4 | 43.710333 | 46.629917 | wipe screen | 0.196261 | 23.976024 | [
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coin/69/jXYZEb-56Wc.mp4 | 79.287542 | 82.040292 | place label | 0.168583 | 23.976024 | [
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] | A person uses a plastic piece to open and clean their tablet or phone, demonstrating how to make a cover or enclosure. | 11 | [
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coin/69/jXYZEb-56Wc.mp4 | 69.5695 | 72.489083 | place label | 0.139895 | 23.976024 | [
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] | A person uses a plastic piece to open and clean their tablet or phone, demonstrating how to make a cover or enclosure. | 11 | [
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coin/69/jXYZEb-56Wc.mp4 | 93.927167 | 96.84675 | paste protector on the screen | 0.029885 | 23.976024 | [
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] | A person uses a blue plastic tool to remove a screen, then holds it on a tablet. | 12 | [
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coin/69/jXYZEb-56Wc.mp4 | 95.428667 | 98.34825 | paste protector on the screen | 0.103104 | 23.976024 | [
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] | 1.028515 | 0.000005 | 0.366215 |
coin/69/jXYZEb-56Wc.mp4 | 117.826042 | 120.495375 | wipe screen again | 0.138716 | 23.976024 | [
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] | A person uses a cloth to wipe the screen of a tablet again. | 14 | [
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coin/149/rtCpq2_HthQ.mp4 | 7.033333 | 9.966667 | remove the old wrapper | 0.134192 | 30 | [
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"a person holding a knife and cutting a blue piece of paper"
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coin/149/rtCpq2_HthQ.mp4 | 8.533333 | 11.466667 | remove the old wrapper | 0.170782 | 30 | [
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coin/149/rtCpq2_HthQ.mp4 | 20.633333 | 23.566667 | wrap with the new wrapper | 0.147939 | 30 | [
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coin/136/ar2vXJj_dQI.mp4 | 66.44 | 68.64 | connect the water pipe | 0.177672 | 25 | [
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coin/136/ar2vXJj_dQI.mp4 | 50.92 | 53.4 | connect the water pipe | 0.138433 | 25 | [
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coin/18/H8nfm8aF_i8.mp4 | 90.966667 | 93.9 | insert a new toner cartridge | 0.10906 | 30 | [
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coin/18/H8nfm8aF_i8.mp4 | 106.766667 | 109.7 | take out the toner cartridge | 0.1374 | 30 | [
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coin/18/H8nfm8aF_i8.mp4 | 112.966667 | 115.9 | insert a new toner cartridge | 0.111879 | 30 | [
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coin/18/H8nfm8aF_i8.mp4 | 130.666667 | 133.6 | close the front door or cover of the printer | 0.07659 | 30 | [
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coin/146/1nQp_Yb8YW0.mp4 | 65.633333 | 68.566667 | take out the shell | 0.025684 | 30 | [
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coin/146/1nQp_Yb8YW0.mp4 | 67.133333 | 70.066667 | take out the shell | 0.049648 | 30 | [
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coin/146/1nQp_Yb8YW0.mp4 | 74.533333 | 77.466667 | remove the old memory chip | 0.079427 | 30 | [
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coin/146/1nQp_Yb8YW0.mp4 | 99.8 | 102.733333 | install the new memory chip | 0.065742 | 30 | [
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coin/146/1nQp_Yb8YW0.mp4 | 106.033333 | 108.966667 | install the new memory chip | 0.087669 | 30 | [
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coin/140/fXUkskdp8X0.mp4 | 20.086733 | 23.023 | take out the old filter | 0.047747 | 29.97003 | [
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"how to install a toilet door lock",
"how to install a toilet door handle",
"how to install a bathroom door lock",
"how to install a bathroom door handle",
"how to install a bathroom door lock",
"how to install a toilet door lock",
"a man is opening a door with a screwdriver",
"how to install a toilet door handle",
"how to install a bathroom door lock",
"how to install a toilet door handle",
"how to install a bathroom door lock",
"how to install a toilet door lock",
"how to install a toilet door lock youtube",
"how to install a toilet door lock youtube"
] | A man demonstrates how to install a bathroom door lock by opening a door with a lock, closing it, and then opening it again. | 174 | [
240,
320
] | 0.555374 | 0 | 0.380521 |
coin/102/Xk1NwqfgF0I.mp4 | 13.6 | 16.533333 | wipe the screen | 0.142717 | 30 | [
"a person wipes an mobile phone with a blue cloth, then wipes it off to see if it has been cleaned with a cloth.",
"someone is showing how to clean a phone with a cloth.",
"a person uses a phone sponge to clean off the screen of a phone with a cloth.",
"a man is demonstrating how to use phone screen - cleaning tool.",
"a man is demonstrating how to clean a cell phone.",
"the person was wiping the cell phone with a cloth on the table",
"a person with a phone that is in front of them",
"someone using a paper to wipe down the screen of a phone",
"a man shows how to clean an phone screen using a piece of cloth.",
"someone uses an object to wipe down a phone screen with a blue sponge."
] | [
"a person using a blue sticker to clean a phone",
"a person using a cloth to clean a phone",
"a person using a blue sticker to clean a phone",
"a person cleaning a phone on a tile floor",
"a person cleaning an iphone on a tile floor"
] | A person uses a cloth or paper to wipe down the screen of a phone, cleaning it thoroughly. | 175 | [
720,
1280
] | 2.079302 | 0.002842 | 0.368963 |
End of preview. Expand
in Data Studio
KS-Gen Dataset
Overview
KS-Gen (also known as SkillVid) is a benchmark dataset for Key-Step Generation (KS-Gen) of human skills in the wild. This dataset is designed to support the generation of human skill videos at key-step levels, enabling researchers to develop models that can generate coherent sequences of skill demonstrations based on textual descriptions.
Contents
Annotation Files: We provide comprehensive annotations in parquet format for both training and testing:
train_coin.parquet: Training annotations from the COIN datasettest.parquet: Test set annotationscrosstask.parquet,ht-step.parquet,k400.parquet: Additional annotations from CrossTask, HT-Step, and Kinetics-400 datasetsAll annotations are stored in parquet format and can be read using tools like pandas
import pandas as pd # Read test set annotations test_data = pd.read_parquet('test.parquet') # Read COIN training set annotations train_coin = pd.read_parquet('train_coin.parquet')
Video Data:
- Test set videos are provided in
videos/coin_testset.zip - Training set videos need to be downloaded separately (please refer to the original COIN, CrossTask, HT-Step, and Kinetics-400 dataset download instructions)
- Test set videos are provided in
Annotation Format
Each annotation entry contains the following fields:
video: Path to the video filestart_sec,end_sec: Start and end timestamps of the key step in secondsprompt: Text description of the specific key stepfps: Frames per second of the videovideo_caption: List of captions describing the overall videoimage_caption: List of captions describing key framesllm_caption: Caption generated by a large language modelid: Unique identifierresolution: Video resolution as [height, width]scene_score,motion_score,text_score,clip_score: Various metrics
Usage
This dataset is intended for research on key-step level human skill generation. Key applications include:
- Training models to generate coherent sequences of skill demonstration videos
- Training key-step image generation models to produce coherent first frames for sequential skill steps
- Benchmarking performance of video generation models on human skill tasks
- Developing and testing frameworks for multimodal skill generation
Citation
If you use this dataset in your research, please cite:
@article{wu2025learning,
title={Learning Human Skill Generators at Key-Step Levels},
author={Yilu Wu and Chenhui Zhu and Shuai Wang and Hanlin Wang and Jing Wang and Zhaoxiang Zhang and Limin Wang},
journal={ArXiv},
year={2025},
volume={abs/2502.08234},
}
License
CC-BY-4.0
Contact
For questions or issues related to the dataset, please open an issue on the Hugging Face repository.
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