Breakfast

The Breakfast Actions Dataset

Dataset Information
Modalities
Videos, Actions
Introduced
2014
License
CC BY 4.0
Homepage
Official Website
Contents

Overview

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/

Variants: Breakfast

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Video Classification HERMES HERMES: temporal-coHERent long-forM understanding with … 2024-08-30
Action Segmentation BaFormer Efficient Temporal Action Segmentation via … 2024-05-25
Video Classification MA-LMM MA-LMM: Memory-Augmented Large Multimodal Model … 2024-04-08
Action Segmentation AdaFocus (newly extracted I3D-features, LT-Context model) Towards Weakly Supervised End-to-end Learning … 2023-11-28
Action Segmentation BIT BIT: Bi-Level Temporal Modeling for … 2023-08-28
Action Segmentation LTContext How Much Temporal Long-Term Context … 2023-08-22
Action Segmentation SF-TMN(ASFormer) SF-TMN: SlowFast Temporal Modeling Network … 2023-06-15
Action Segmentation TSA (FINCH) Leveraging triplet loss for unsupervised … 2023-04-13
Action Segmentation TSA (Spectral) Leveraging triplet loss for unsupervised … 2023-04-13
Action Segmentation TSA (Kmeans) Leveraging triplet loss for unsupervised … 2023-04-13
Action Segmentation DiffAct Diffusion Action Segmentation 2023-03-31
Video Classification S5 Selective Structured State-Spaces for Long-Form … 2023-03-25
Video Classification TranS4mer Efficient Movie Scene Detection using … 2022-12-29
Action Segmentation UVAST Unified Fully and Timestamp Supervised … 2022-09-01
Action Segmentation RF++-SSTDA RF-Next: Efficient Receptive Field Search … 2022-06-14
Action Segmentation EUT Do we really need temporal … 2022-05-26
Action Segmentation CETNet Cross-Enhancement Transformer for Action Segmentation 2022-05-19
Video Classification ViS4mer Long Movie Clip Classification with … 2022-04-04
Video Classification D-Sprv. Learning To Recognize Procedural Activities … 2022-01-26
Action Segmentation ASFormer ASFormer: Transformer for Action Segmentation 2021-10-16

Research Papers

Recent papers with results on this dataset:

External Links: