Dataset profile

Ego-Exo4D Health

Ego-Exo4D is a large multimodal multi-view video benchmark. Its procedural activity set includes health tasks, making it useful for teams exploring viewpoint transfer, embodied perception, pose, gaze, and procedural skill understanding.

Source institutionEgo-Exo4D Consortium
HealthcareEgocentricActivities of Daily Living

Overview

Ego-Exo4D is a large multimodal multi-view video benchmark. Its procedural activity set includes health tasks, making it useful for teams exploring viewpoint transfer, embodied perception, pose, gaze, and procedural skill understanding.

What's included

  • Time-synchronized egocentric and exocentric video
  • Audio, IMU, gaze, body/hand pose, and language-aligned annotations
  • Skilled physical and procedural activity captures

Tasks / activities

health proceduresprocedural skillsmulti-view human activityexpert commentary

Modalities

Egocentric VideoExocentric VideoPoseGazeLanguageAnnotations

Collection methodology

Participants performed skilled activities while wearing egocentric capture devices and being recorded by synchronized exocentric cameras.

Potential applications

  • Ego-exo transfer
  • Procedure understanding
  • Pose and gaze estimation
  • Multimodal VLA pretraining

Access & licensing

This is a third-party public/research dataset. We do not own or distribute this dataset. Access and usage are governed by the original publisher's terms.

Access requires the original Ego-Exo4D license process; usage follows publisher terms.

Limitations / opportunities for custom data

Teams may need healthcare-specific roles, protocols, synchronized sensing, or task distributions beyond the public health-domain subset.

Need data beyond this benchmark?

We design custom healthcare and caregiving collections around the tasks, experts, environments, and modalities your model requires.

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