Egocentric Activity Recognition

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

14 shown of 14 papers with code (26 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Long-Term Feature Banks for Detailed Video Understanding
  12 Dec 2018 4 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  To understand the world, we humans constantly need to relate the present to the past, and put events in context.
• Learning Video Representations from Large Language Models
  8 Dec 2022 3 repositories listed Syntology ran 6 of 20 samples · 14 unverified · 20 pointer-only (licence)
  We introduce LaViLa, a new approach to learning video-language representations by leveraging Large Language Models (LLMs).
• Large-scale weakly-supervised pre-training for video action recognition
  2 May 2019 3 repositories listed Syntology ran 0 of 21 samples · 21 unverified
  Second, frame-based models perform quite well on action recognition; is pre-training for good image features sufficient or is pre-training for spatio-temporal features valuable for optimal transfer learning?
• What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention
  22 May 2019 2 repositories listed
  Our method is ranked first in the public leaderboard of the EPIC-Kitchens egocentric action anticipation challenge 2019.
• WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition
  11 Apr 2023 1 repository listed
  Research has shown the complementarity of camera- and inertial-based data for modeling human activities, yet datasets with both egocentric video and inertial-based sensor data remain scarce.
• Towards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning
  26 Jan 2023 1 repository listed
  However, the deficiency of related dataset hinders the development of multi-modal deep learning for egocentric activity recognition.
• Group Contextualization for Video Recognition
  18 Mar 2022 1 repository listed Syntology ran 5 of 5 samples · 0 unverified
  By utilizing calibrators to embed feature with four different kinds of contexts in parallel, the learnt representation is expected to be more resilient to diverse types of activities.
• Ego-Exo: Transferring Visual Representations from Third-person to First-person Videos
  16 Apr 2021 1 repository listed
  We introduce an approach for pre-training egocentric video models using large-scale third-person video datasets.
• Integrating Human Gaze into Attention for Egocentric Activity Recognition
  8 Nov 2020 1 repository listed
  In addition, we model the distribution of gaze fixations using a variational method.
• EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition
  22 Aug 2019 1 repository listed
  We focus on multi-modal fusion for egocentric action recognition, and propose a novel architecture for multi-modal temporal-binding, i.
• LSTA: Long Short-Term Attention for Egocentric Action Recognition
  26 Nov 2018 1 repository listed
  Egocentric activity recognition is one of the most challenging tasks in video analysis.
• Attention is All We Need: Nailing Down Object-centric Attention for Egocentric Activity Recognition
  31 Jul 2018 1 repository listed
  Our model is built on the observation that egocentric activities are highly characterized by the objects and their locations in the video.
• A Correlation Based Feature Representation for First-Person Activity Recognition
  15 Nov 2017 1 repository listed
  The per-frame (per-segment) extracted features are considered as a set of time series, and inter and intra-time series relations are employed to represent the video descriptors.
• First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations
  8 Apr 2017 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Our dataset and experiments can be of interest to communities of 3D hand pose estimation, 6D object pose, and robotics as well as action recognition.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.