Egocentric Activity Recognition

10 papers with code • 2 benchmarks • 4 datasets

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Use these libraries to find Egocentric Activity Recognition models and implementations
2 papers

Most implemented papers

Long-Term Feature Banks for Detailed Video Understanding

facebookresearch/video-long-term-feature-banks CVPR 2019

To understand the world, we humans constantly need to relate the present to the past, and put events in context.

Large-scale weakly-supervised pre-training for video action recognition

microsoft/computervision-recipes CVPR 2019

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

fpv-iplab/rulstm ICCV 2019

Our method is ranked first in the public leaderboard of the EPIC-Kitchens egocentric action anticipation challenge 2019.

Integrating Human Gaze into Attention for Egocentric Activity Recognition

MichiganCOG/Gaze-Attention 8 Nov 2020

In addition, we model the distribution of gaze fixations using a variational method.

First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations

guiggh/hand_pose_action CVPR 2018

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.

A Correlation Based Feature Representation for First-Person Activity Recognition

rkahani/FirstPersonActivityRecognition 15 Nov 2017

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.

Attention is All We Need: Nailing Down Object-centric Attention for Egocentric Activity Recognition

swathikirans/ego-rnn 31 Jul 2018

Our model is built on the observation that egocentric activities are highly characterized by the objects and their locations in the video.

LSTA: Long Short-Term Attention for Egocentric Action Recognition

swathikirans/LSTA CVPR 2019

Egocentric activity recognition is one of the most challenging tasks in video analysis.

EPIC-Fusion: Audio-Visual Temporal Binding for Egocentric Action Recognition

ekazakos/temporal-binding-network ICCV 2019

We focus on multi-modal fusion for egocentric action recognition, and propose a novel architecture for multi-modal temporal-binding, i. e. the combination of modalities within a range of temporal offsets.

Ego-Exo: Transferring Visual Representations from Third-person to First-person Videos

facebookresearch/Ego-Exo CVPR 2021

We introduce an approach for pre-training egocentric video models using large-scale third-person video datasets.