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+ ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - video-classification
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+ tags:
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+ - action-recognition
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+ - temporal-segmentation
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+ - video
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+ - computer-vision
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+
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+ # The Breakfast Actions Dataset
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+
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+ **Official dataset release by Serre Lab, Brown University.**
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+
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+ A comprehensive dataset of breakfast preparation activities performed by 52 different individuals in 18 different kitchens (~77 hours of video, >4 million frames).
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+
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+ ## Dataset Specifications
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+
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+ - **Participants**: 52 individuals
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+ - **Locations**: 18 kitchens
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+ - **Total recording**: ~77 hours of video (>4 million frames)
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+ - **Resolution**: 320x240 pixels
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+ - **Frame rate**: 15 fps
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+ - **Activities**: 10 breakfast preparation activities, 48 fine-grained action units
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+
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+ ## Files
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+
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+ - **demo_bundle.rar** — MATLAB demo for action recognition
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+ - **BreakfastII_15fps_qvga_sync.tar.gz** — Video data
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+ - **breakfast_data.tar.gz** — Dataset annotations
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+ - **segmentation_coarse.tar.gz** — Coarse temporal segmentation
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+ - **segmentation_fine.tar.gz** — Fine temporal segmentation
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{kuehne2014language,
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+ title={The Language of Actions: Recovering the Syntax and Semantics of Goal-Directed Human Activities},
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+ author={Kuehne, Hilde and Arslan, Ali and Serre, Thomas},
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+ booktitle={CVPR},
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+ year={2014}
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+ }
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+ ```
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+
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+ ## Links
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+
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+ - [Official website](https://serre.lab.brown.edu/breakfast-actions-dataset.html)
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+ - [GitHub: HTK Action Recognition](https://github.com/hildekuehne/HTK_actionRecognition)