Egocentric Activity Recognition
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Benchmarks
EPIC-KITCHENS-55
EGTEA
Most implemented
Long-Term Feature Banks for Detailed Video Understanding
Learning Video Representations from Large Language Models
Large-scale weakly-supervised pre-training for video action recognition
Papers
MAND: Modality-Aware Novelty Detection for Open-World Egocentric Activity Recognition
Multimodal egocentric activity recognition integrates visual and inertial cues for robust first-person behavior understanding. However, deploying such systems in open-world environments requires detecting novel activitie…
Egocentric Activity RecognitionContinual LearningActivity DetectionA Probabilistic Jump-Diffusion Framework for Open-World Egocentric Activity Recognition
Open-world egocentric activity recognition poses a fundamental challenge due to its unconstrained nature, requiring models to infer unseen activities from an expansive, partially observed search space. We introduce ProbR…
Activity RecognitionEgocentric Activity RecognitionMMG-Ego4D: Multi-Modal Generalization in Egocentric Action Recognition
In this paper, we study a novel problem in egocentric action recognition, which we term as "Multimodal Generalization" (MMG). MMG aims to study how systems can generalize when data from certain modalities is limited or e…
Action RecognitionEgocentric Activity RecognitionZero-shot GeneralizationWEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition
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. In this paper, we introduce W…
Action DetectionAction LocalizationEgocentric Activity RecognitionHuman Activity Recognition+2Optical Flow Estimation in 360$^\circ$ Videos: Dataset, Model and Application
Optical flow estimation has been a long-lasting and fundamental problem in the computer vision community. However, despite the advances of optical flow estimation in perspective videos, the 360$^\circ$ videos counterpart…
Activity RecognitionEgocentric Activity RecognitionOptical Flow EstimationRepresentation LearningTowards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning
With the rapid development of wearable cameras, a massive collection of egocentric video for first-person visual perception becomes available. Using egocentric videos to predict first-person activity faces many challenge…
Activity RecognitionContinual LearningEgocentric Activity RecognitionHuman Activity Recognition