Datasets:
Add comprehensive dataset card for MTID dataset (#1)
Browse files- Add comprehensive dataset card for MTID dataset (d28eafb1ca3c9649d50ab45194802d38408381a3)
Co-authored-by: Niels Rogge <[email protected]>
README.md
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---
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task_categories:
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- video-text-to-text
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language:
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- en
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license: cc-by-nc-4.0
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tags:
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- instructional-videos
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- procedure-planning
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- diffusion-models
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---
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# Masked Temporal Interpolation Diffusion (MTID) Dataset for Procedure Planning
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This repository contains the datasets used in the paper [Masked Temporal Interpolation Diffusion for Procedure Planning in Instructional Videos](https://huggingface.co/papers/2507.03393).
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The **MTID** (Masked Temporal Interpolation Diffusion) model addresses the challenge of procedure planning in instructional videos. It aims to generate coherent and task-aligned action sequences from start and end visual observations by leveraging a latent space temporal interpolation module to augment visual supervision with richer mid-state details. This dataset facilitates research and development in this area by providing necessary data for training and evaluating such models.
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The code for the MTID model is available at: [https://github.com/WiserZhou/MTID](https://github.com/WiserZhou/MTID)
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## Data Preparation
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This dataset includes data for three widely used benchmark datasets: CrossTask, COIN, and NIV.
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To download datasets and features, navigate to the respective dataset directory and run the download script as shown in the original repository:
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```bash
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cd ./dataset/{dataset_name}
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bash download.sh
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```
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Replace `{dataset_name}` with `crosstask`, `coin`, or `NIV`.
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Alternatively, you can find the datasets within this Hugging Face repository itself.
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## Citation
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If you find this dataset or the associated paper useful in your research, please cite:
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```bibtex
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@inproceedings{
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zhou2025masked,
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title={Masked Temporal Interpolation Diffusion for Procedure Planning in Instructional Videos},
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author={Yufan Zhou and Zhaobo Qi and Lingshuai Lin and Junqi Jing and Tingting Chai and Beichen Zhang and Shuhui Wang and Weigang Zhang},
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booktitle={ICLR},
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year={2025},
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}
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```
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