Datasets › Breakfast
Breakfast (The Breakfast Actions Dataset)
The Breakfast Actions Dataset comprises of 10 actions related to breakfast preparation, performed by 52 different individuals in 18 different kitchens. The dataset is one of the largest fully annotated datasets available. The actions are recorded “in the wild” as opposed to a single controlled lab environment. It consists of over 77 hours of video recordings.
Source: https://serre-lab.clps.brown.edu/resource/breakfast-actions-dataset/ Image Source: https://serre-lab.clps.brown.edu/resource/breakfast-actions-dataset/
Benchmarks archive 2025-07-28
All 6 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Action Segmentation | Breakfast | AdaFocus (newly extracted I3D-features, LT-Context model) Average F1 76.2 | Towards Weakly Supervised End-to-end Learning for... | — | 37 | Compare |
| Video Classification | Breakfast | HERMES Accuracy (%) 95.2 | HERMES: temporal-coHERent long-forM understanding with... | joslefaure/HERMES | 9 | Compare |
| Long-video Activity Recognition | Breakfast | AdaFocus (MViT-Breakfast-Pretrain-feature, GHRM) mAP 79.5 | Towards Weakly Supervised End-to-end Learning for... | — | 8 | Compare |
| Unsupervised Action Segmentation | Breakfast | HVQ F1 39.7 | Hierarchical Vector Quantization for Unsupervised Action... | fedespu/hvq | 8 | Compare |
| Weakly Supervised Action Segmentation (Transcript) | Breakfast | AUL Acc 67.3 | Is Weakly-supervised Action Segmentation Ready For... | fandulu/DD-Net | 7 | Compare |
| Weakly Supervised Action Segmentation (Action Set)) | Breakfast | AdaFocus (newly extracted I3D-features, POC model) Acc 49.6 | Towards Weakly Supervised End-to-end Learning for... | — | 2 | Compare |
Papers archive 2025-07-28
30 shown of 56 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 179. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
The full list of 56 is in the JSON twin.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Breakfast
1 variant name, as the archive lists them.
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