Egocentric Activity Recognition
14 papers with code • 2 benchmarks • 4 datasets
Benchmarks
These leaderboards are used to track progress in Egocentric Activity Recognition
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Libraries
Use these libraries to find Egocentric Activity Recognition models and implementations
EGTEA
EPIC-KITCHENS-55
DECADE
EGOK360
Most implemented papers
Ego-Exo: Transferring Visual Representations from Third-person to First-person Videos
facebookresearch/Ego-Exo
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CVPR 2021
We introduce an approach for pre-training egocentric video models using large-scale third-person video datasets.
Group Contextualization for Video Recognition
haoyanbin918/group-contextualization
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CVPR 2022
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.
Towards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning
Xu-Linfeng/UESTC_MMEA_CL_main
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However, the deficiency of related dataset hinders the development of multi-modal deep learning for egocentric activity recognition.
WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition
mariusbock/wear
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Though research has shown the complementarity of camera- and inertial-based data, datasets which offer both egocentric video and inertial-based sensor data remain scarce.
