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Datasets/Breakfast

Breakfast

The Breakfast Actions Dataset

ActionsVideosCC BY 4.0Introduced 2014-01-01

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

Action Localization/Average F1Action Localization/F1@50%Action Localization/F1@25%Action Localization/F1@10%Action Localization/EditAction Localization/AccAction Localization/mIoUAction Localization/F1Action Localization/JSDAction Localization/PrecisionAction Localization/RecallAction Segmentation/Average F1Action Segmentation/F1@50%Action Segmentation/F1@25%Action Segmentation/F1@10%Action Segmentation/EditAction Segmentation/AccAction Segmentation/mIoUAction Segmentation/F1Action Segmentation/JSDAction Segmentation/PrecisionAction Segmentation/RecallVideo/mAPVideo/Accuracy (%)Video Classification/Accuracy (%)Video Understanding/mAP

Statistics

Papers
179
Benchmarks
26

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Tasks

Action LocalizationAction SegmentationLong-video Activity RecognitionUnsupervised Action SegmentationVideoVideo ClassificationVideo UnderstandingWeakly Supervised Action Segmentation (Action Set))Weakly Supervised Action Segmentation (Transcript)