A Strong Baseline for Temporal Video-Text Alignment
Paper • 2312.14055 • Published • 1
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HowToStep/video_FE_part22/HLMPGs_G_kQ | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/8VXGMAvCmkM | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/83wxNNcbpC0 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/u0jrZ4Cfwn4 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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... |
HowToStep/video_FE_part22/epCSTqPSE6o | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/jMZzIUmTCq0 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/ytao8A7nPjc | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/e20lz93YXG0 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/J_lKNGr03n8 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/aGiznlThRmg | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/FLogqOIUNkA | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/i3ujoJ7yYn4 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/lI1xGLXSSmE | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/x3LkUxspU1M | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/vI3_wLthwUc | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/fPIiR-CjjKs | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/YkIoIl7w2tM | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/gH6HdQ6On7I | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/MD_OeXuGRgM | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/nSyNhgDB6V4 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/FWZvQI1JGYM | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/F5VN0Q9jEzQ | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/fVW7dKyi4qg | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/BQesIOy-cqE | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/apNJdCi1be8 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/ggmQ0EGhG-s | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/SVkj61MA9Fo | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/XtYd82DJHo0 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/OzWNYEZNXxc | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/DzMiEJnwq_8 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/XNC4F-EqHI0 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/NEM5Ts86Cvk | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/fU_38rSaxD4 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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HowToStep/video_FE_part22/VDa71YqdV7s | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"Get the spray inside.",
"Once ... |
HowToStep/video_FE_part22/_9Mw22xmp6A | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"text": [
"Dissolve jaggery in water.",
"Strain jaggery syrup through sieve or filter.",
"Roast sesame seeds until cracklin... |
HowToStep/video_FE_part22/SkQT0_cU3Qk | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"text": [
"Mix the ingredients.",
"Add chili flakes.",
"Check the flavor.",
"Determine the heat level.",
"Taste the product.",
"Enjoy the experiment... |
HowToStep/video_FE_part22/I5DTU0doFPE | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"text": [
"Beat the egg in a bowl.",
"Mix the milk cream and egg mixture.",
"Leave the mixture aside to rest for a few minutes.",
"Cover the entire surface with patience and salt."... |
HowToStep/video_FE_part22/91tpzFbVAeU | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
33
],
"start": [
25
],
"text": [
"\"Step 1: Find Easter candy\""
],
"vid": "91tpzFbVAeU"
} |
HowToStep/video_FE_part22/r0um5BIceVM | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"text": [
"Created printouts of petals from a template on Pinterest.",
"Cut plastic document covers into... |
HowToStep/video_FE_part22/bnvJIcMs4ks | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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586,
691,
691,
704,
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],
... |
HowToStep/video_FE_part22/jFq7XEjmQxU | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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],
"start": [
14,
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81,
105,
120,
128,
136
],
"text": [
"Use any kind of green mint tea.",
"Select the tea on sale at Whole Foods.",
"Use ginger syrup by Ginger Peopl... |
HowToStep/video_FE_part22/LLKR9yNu5WY | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
29,
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],
"start": [
21,
23,
28,
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],
"text": [
"Preheat oven to 350 degrees.",
"Bake for 20 minutes.",
"Mix cream and sugar.",
"Combine bread and egg mixture."
],
"vid": "LLKR9yNu5WY"
} |
HowToStep/video_FE_part22/ZWRLb1w5FMg | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
21,
27,
30,
32,
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33
],
"start": [
13,
19,
22,
24,
25,
25
],
"text": [
"\"An authoritative news service propagating a military definition of reality.\"",
"\"Nuclear weapons are bad, full stop, end of discussion.\"",
"\"It's cranky small-... |
HowToStep/video_FE_part22/tNkiLDa3pFA | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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"start": [
38,
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92,
104,
114,
128,
132
],
"text": [
"Separate reduced fat crescent rolls and make them into triangles.",
"Mix powdered sugar, milk, a... |
HowToStep/video_FE_part22/w7eQw9nnwdk | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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],
"start": [
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107,
110,
261,
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],
"text": [
"Choose Sweet Tangerine Positive Energy tea for its mood-boosting and energy-enhancing properties.",
"Take an entire bottle of herbal cleanse to... |
HowToStep/video_FE_part22/zSPKN4VIz08 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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88,
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],
"start": [
26,
37,
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79,
80,
109,
169,
191
],
"text": [
"\"Poke a marshmallow with a sharp knife to create a slit.\"",
"\"Push an M&M into t... |
HowToStep/video_FE_part22/hzolKeXxoUg | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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150,
164,
164,
166,
170
],
"text": [
"Get quinoa in bulk or from su... |
HowToStep/video_FE_part22/mDYEq3mLrcc | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
38,
51,
54,
58
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"start": [
30,
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46,
50
],
"text": [
"Add 8 ounces of softened cream cheese to a bowl.",
"Add one pound of shredded cooked",
"Mix in half a cup of buffalo wing sauce, a fourth cup of blue cheese, one cup of shredded Colby Jack cheese, ... |
HowToStep/video_FE_part22/koIuNZXb1sU | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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],
"text": [
"Boil the leaves.",
"Use favorite meat.",
"Add fresh lemon juice to the jar after cooking.",
"Mix olive o... |
HowToStep/video_FE_part22/nb8KFv9mq3w | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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"text": [
"Baked potato burger.",
"Add water to saffron and soak for 30 minutes.",
"Chop onions and garlic.",
... |
HowToStep/video_FE_part22/XlZHjtyVv58 | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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141,
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133,
133,
133
],
"text": [
"Use the body blueprint to design and create different garments.",
"Connect them together to form a body blueprint that fits your unique body shap... |
HowToStep/video_FE_part22/yjvkXh6Asgc | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
39,
49,
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],
"start": [
31,
41,
49
],
"text": [
"\"Vodka directly into the glass\"",
"\"One ounce of Kahlua directly on top\"",
"\"Put tonic water right on the top to give it that fizz\". "
],
"vid": "yjvkXh6Asgc"
} |
HowToStep/video_FE_part22/YCRk3lgLiqk | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
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164,
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],
"text": [
"Process 2 cups of cooked ham.",
"Process 4 eggs in a food processor.",
"Add 1/2 cup of chopped celery to the ham salad.",
"Stir the mixture.",
"Let it ... |
HowToStep/video_FE_part22/GPOO5N-y3Jo | hf://datasets/zeqianli/HowToStep@fdf464ac1c7c5a46cfe07e18469bcd2e1c74df7d/HowToStep.tar.gz | {
"end": [
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145,
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"start": [
13,
136,
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"text": [
"Mix three cups of fat-free milk with the pudding according to the recipe.",
"Spread the mixture on the cake.",
"Pour the mixture over the cake.",
"Add more of the mixture to the cake."
... |
End of preview. Expand in Data Studio
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Check out the documentation for more information.
HowToStep
HowToStep is an automatically generated, large-scale and high-quality dataset that transforms ASR transcripts into descriptive steps by prompting the LLM and then aligns steps to the video through a two-stage determination procedure.
[project page] [Arxiv] [GitHub]
Analysis
HowToStep transforms the original transcripts of HTM-370K into around 4M ordered instructional steps with start/end timestamps for almost 340K videos after filtering. As shown in figure, the average steps (sentences) per video is 10.6 and the average words per step is 8.0.
Download
We provide a tar.gz file. After decompression, each folder contains files named by vid.pth.
Data Instances
{'vid': '_sAn5Pp9GxQ',
'start': [33, 36, 42, ..., 398],
'end': [41, 44, 50, ..., 406],
'text': ['Add pasta to boiling water.', 'Keep boiling until pasta is al dente.', 'Quinoa pasta, corn pasta, or brown rice pasta.', ..., 'Check out the creator's quick prep meal plan program for more recipe ideas.']}
Data Fields
- vid (str): ID of the video.
- start/end (List of int): start/end time of steps in video.
- text (List of str): descriptive steps generated by large language model.
Citation
We appreciate your use of HowToStep in your work. If you find this repository helpful, please consider citing it. Feel free to contact lzq0103@sjtu.edu.cn or open an issue if you have any questions.
@article{li2023strong,
title={A Strong Baseline for Temporal Video-Text Alignment},
author={Li, Zeqian and Chen, Qirui and Han, Tengda and Zhang, Ya and Wang, Yanfeng and Xie, Weidi},
journal={arXiv preprint arXiv:2312.14055},
year={2023}
}
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