GTEA

Georgia Tech Egocentric Activity

Dataset Information
Modalities
Images, Videos
Languages
Chinese
Introduced
2011
License
Unknown
Homepage

Overview

The Georgia Tech Egocentric Activities (GTEA) dataset contains seven types of daily activities such as making sandwich, tea, or coffee. Each activity is performed by four different people, thus totally 28 videos. For each video, there are about 20 fine-grained action instances such as take bread, pour ketchup, in approximately one minute.

Source: TricorNet: A Hybrid Temporal Convolutional and Recurrent Network for Video Action Segmentation
Image Source: http://cbs.ic.gatech.edu/fpv/

Variants: GTEA

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Action Segmentation BaFormer Efficient Temporal Action Segmentation via … 2024-05-25
Action Segmentation BIT BIT: Bi-Level Temporal Modeling for … 2023-08-28
Weakly Supervised Action Localization HR-Pro HR-Pro: Point-supervised Temporal Action Localization … 2023-08-24
Action Segmentation SF-TMN(ASFormer) SF-TMN: SlowFast Temporal Modeling Network … 2023-06-15
Action Segmentation DiffAct Diffusion Action Segmentation 2023-03-31
Action Segmentation Semantic2Graph Semantic2Graph: Graph-based Multi-modal Feature Fusion … 2022-09-13
Action Segmentation UVAST Unified Fully and Timestamp Supervised … 2022-09-01
Action Segmentation EUT Do we really need temporal … 2022-05-26
Action Segmentation CETNet Cross-Enhancement Transformer for Action Segmentation 2022-05-19
Action Segmentation Br-Prompt+ASFormer Bridge-Prompt: Towards Ordinal Action Understanding … 2022-03-26
Action Segmentation ASFormer ASFormer: Transformer for Action Segmentation 2021-10-16
Weakly Supervised Action Localization LACP Learning Action Completeness from Points … 2021-08-11
Action Segmentation C2F-TCN Coarse to Fine Multi-Resolution Temporal … 2021-05-23
Action Segmentation DA Action Segmentation with Mixed Temporal … 2021-04-15
Weakly Supervised Action Localization Li et al. Temporal Action Segmentation from Timestamp … 2021-03-11
Weakly Supervised Action Localization Ju et al. Point-Level Temporal Action Localization: Bridging … 2020-12-15
Action Segmentation ASRF Alleviating Over-segmentation Errors by Detecting … 2020-07-14
Action Segmentation MS-TCN++ MS-TCN++: Multi-Stage Temporal Convolutional Network … 2020-06-16
Action Segmentation MS-TCN++(sh) MS-TCN++: Multi-Stage Temporal Convolutional Network … 2020-06-16
Weakly Supervised Action Localization SF-Net SF-Net: Single-Frame Supervision for Temporal … 2020-03-15

Research Papers

Recent papers with results on this dataset: