Egocentric video data

Egocentric video data, filmed from the wearer's point of view

Egocentric video data is first-person footage from a camera on the head, chest or a pair of glasses, showing hands and tasks the way the wearer sees them. People from our 30,000+ network film it to your brief on mounted phones, action cameras, smart glasses or your own devices, and the same team labels the hands, objects and steps.

The short answer

What is egocentric video data?

Egocentric video data is footage recorded by a camera worn by the person doing the activity, usually on the head, chest or a pair of glasses. It shows the world from the wearer's point of view: their hands, the objects they touch and each step of the task, in the order they do it.

The word comes from "ego", the self. Footage from a separate camera watching the person is called exocentric, or third-person, video. Some projects record both at once, so a model can learn to link the two views.

First-person video is in demand because it's how robots and wearable AI see. Teams building robot manipulation, smart-glasses assistants and AR task guidance need footage of real people doing real tasks, with their hands clearly in frame.

Public datasets such as Ego4D and EPIC-KITCHENS turned first-person video into a research field. They were built for research, though, and their licenses set terms on commercial use. A product team usually needs footage of its own tasks, in its own settings, on its own devices, filmed to a brief. Our guide to planning an egocentric collection walks through that brief.

Egocentric video at IndecalAI

Footage
First-person clips of household, workplace, shopping and outdoor tasks, filmed by people in our 30,000+ network.
Devices
Phones on head or chest mounts, action cameras, smart glasses, or devices you send us.
Labels
Hands and objects per frame, tracking with one id, and action and step segments with a start and an end.
Speech
What the wearer says, transcribed with timestamps that match the footage.
Track record
Egocentric projects delivered before, among 150+ projects since 2021.
Tools
Video Collection, Image Annotation and Transcription, all our own.
Security
ISO 27001 certified. SOC 2 report available under NDA. GDPR DPAs and HIPAA BAAs on request.
Your data
NDA first, used only for the agreed scope, returned or deleted when you ask.
US teams
Calls in US Eastern mornings, which is evening in India.
First step
A small free sample before you commit.
How it's filmed

Four ways to film first-person video

The device decides how wide the view is, how steady the picture is and what else gets recorded with it. We match it to what your model will see once it ships.

Phone on a head or chest mount

A contributor's own phone in a head strap or chest harness, recording through our Video Collection tool. It's the easiest setup to spread across many people, homes and regions.

For large, varied collections

Action cameras

Wide-angle cameras worn on the head or chest. The wide view keeps both hands and the work surface in frame during close, hands-busy tasks.

For manipulation and close-up tasks

Smart glasses

Camera glasses that film from eye level, close to where the wearer is looking, with both hands free. The footage matches what a glasses-based assistant will see.

For wearable assistants and AR

Your own devices

If your model is tied to a specific camera, headset or sensor set, send us the hardware and contributors film with it to your protocol.

For matching a production device exactly

What we deliver

From first-person footage to labels

New footage filmed to your brief, and labels that follow the wearer's hands and task through time. The computer vision page covers the image labels in depth.

Hands in every frame

A box or an outline around each hand, with left and right kept apart, drawn to rules agreed for hands that leave the frame or hide behind an object.

For hand detection and tracking

Objects the hands use

Boxes on the objects being reached for, held or used, with their class, and the frames where a hand touches them and lets go.

For hand-object interaction and grasping

Tracking

The same hand or object followed across the clip with one id, including while the camera turns with the wearer's head.

For tracking and movement

Actions and task steps

The start and end of each action or step, like open the drawer or tighten the bolt, from a label set you agree on. Long tasks get split into the steps a model has to recognize.

For action and procedure recognition

Speech and talk-through

If contributors talk through what they're doing as they film, that speech gets transcribed with timestamps, so each step comes with a description in the wearer's own words.

For video-language models and assistants

People, places and conditions

Footage spread across the people, rooms, regions and light your model will meet, planned into the brief before anyone films.

For models that work outside the lab

Where it's used

What egocentric video gets used for

A handful of common uses. They show the kind of work, and they aren't client names. For footage from a fixed or handheld camera, see video data.

Robots that learn from people

People doing household and workplace tasks, with hands and steps labeled, for robot models that learn how a job gets done by watching it done.

Household task video

Grasping and manipulation

Close-up footage of hands picking up, turning and using objects, so a model learns grips and contact from many different hands.

Hand-object interaction video

Smart glasses assistants

Eye-level footage of everyday life, for assistants that answer questions about what the wearer is looking at.

Walking and navigation video

Task guidance at work

Assembly, picking and repair filmed step by step, for AR guidance that knows which step a worker is on and what comes next.

Factory and warehouse work video

Shopping and product recognition

Aisles, shelves and products filmed the way a shopper sees them, for models that recognize products in hand and on the shelf.

Shopping and retail video

Testing a first-person model

Held-back clips from every device, place and condition, to check how your model does in each before it ships.

Data and model evaluation

Egocentric categories

Egocentric video by task

Each page covers what that kind of first-person project usually needs, and each one is built to your brief. Every other category is on the datasets hub.

Before filming starts

Get these right before filming

Reshooting first-person footage means sending people back to redo the task. Settling these four things first is the cheap fix. The egocentric collection guide has a brief template that covers them all.

Tasks and how scripted they are

A fixed list of steps gives clean, comparable clips. Letting people do the task their own way gives the variety a model meets in real homes and workplaces. Many briefs mix the two.

Device and mount

Head, chest and glasses each frame the hands differently. Match the device to your product, and agree the resolution, frame rate and any motion data before collection.

Who films, and where

The mix of contributors, how much footage any one person can give, and the homes, sites and regions involved, so one kitchen doesn't end up teaching the whole model.

Bystanders and privacy

Where filming is allowed, how people who haven't agreed to be filmed are kept out, and what gets removed before delivery. Each contributor's consent is recorded before collection starts.

How it works

From the filming brief to labeled first-person video

Your named contact runs it from the brief to the last clip. Each step links to the service behind it.

  1. Brief

    You tell us the tasks, the settings, the device and what the data is for.

  2. NDA first

    The NDA is signed before any data moves.

  3. Free sample

    A few contributors film a small sample free, so you can check framing and quality.

  4. Collection

    People from our network film the tasks first-person, on the agreed device.

  5. Labeling

    Hands, objects and steps get labeled, and speech gets transcribed.

  6. Review and delivery

    Footage and labels are reviewed before they're delivered to you.

Glossary

Egocentric video terms

What people mean by the words that come up on a first-person video project. The full glossary covers every data type.

Egocentric video
Video filmed from the point of view of the person doing the activity, by a camera they wear.
Exocentric video
Video filmed by a separate camera watching the person, also called third-person video.
Camera wearer
The person wearing the camera. Their hands and actions are what the footage is about.
Hand-object interaction
The moments a hand reaches for, holds, uses or lets go of an object, labeled so a model learns how things get handled.
Keystep
One step of a longer task, like crack the egg or tighten the bolt, labeled with where it starts and ends.
Field of view
How wide a camera sees. A wide field of view keeps both hands and the work surface in frame.
Head-mounted camera
A camera worn on the head, on a strap, a cap or glasses, so it moves with where the wearer looks.
IMU
A motion sensor built into many cameras, phones and glasses that records how the device moves and turns.
Related work

Services an egocentric project uses

A first-person video project usually needs more than one of these. You can also compare all eight.

Data collection

New first-person footage filmed by people in our network.

Computer vision

Hands, objects and tracks labeled frame by frame.

Transcription

What the wearer says, turned into timed text.

Data and model evaluation

Held-back first-person clips scored against your targets.

Video data

Fixed, handheld and driving footage, labeled the same way.

FAQ

Questions about egocentric video data

Straight answers about first-person video. The services FAQ covers how the services fit together.

What is egocentric video data?

First-person footage recorded by a camera worn by the person doing the activity, usually on the head, chest or a pair of glasses, labeled so a model can learn from it. It shows the wearer's hands, the objects they use and each step of the task.

What's the difference between egocentric and exocentric video?

Egocentric video is filmed from the wearer's point of view. Exocentric, or third-person, video is filmed by a separate camera watching the person. Some projects record both at the same time so a model can link the two views.

Have you delivered egocentric video projects before?

Yes. We've delivered first-person video projects for clients before, as part of 150+ projects since 2021. We don't publish client names.

Which devices can contributors film with?

Phones on head or chest mounts, action cameras worn on the head or chest, smart glasses, or devices you send us. We pick the setup with you, based on what your model will see once it ships.

Can we send our own cameras or glasses?

Yes. If your model depends on a specific device or sensor set, send us the hardware and contributors film with it to your protocol.

Why not use a public egocentric dataset like Ego4D or EPIC-KITCHENS?

They're a good place to start research, but they were built for research and their licenses set terms on commercial use. They also cover the tasks, places and devices their creators chose, not yours. Read the license first, and film the gaps to your own brief.

What can be labeled in egocentric video?

Hands and the objects they use in each frame, the same hand or object followed with one id, actions and task steps with their start and end, and what the wearer says, transcribed with timestamps.

How do you handle bystanders and privacy?

It's settled in the brief before anyone films: where filming is allowed, how people who haven't agreed to be filmed are kept out of the footage, and what gets removed before delivery. Each contributor's consent is recorded before collection starts, and the NDA is signed before any data moves.

Do you work with US teams?

Yes. We take calls in US Eastern mornings, which is evening in India. We're ISO 27001 certified, our SOC 2 report is available under NDA, and we sign GDPR data processing agreements and HIPAA business associate agreements on request.

Can we try a small sample first?

Yes. Send a short brief and we'll film or label a small sample free before you commit.

Start with a free sample

Pick what you need, say which tasks get filmed and roughly how much footage, and send it. We'll film or label a small sample free before you commit.

  1. Your named contact replies within one business day.
  2. We sign an NDA before any data changes hands.
  3. We film or label your free sample, then agree the full scope.
What do you need?
Email this brief

This opens your email app with the brief filled in. Nothing is sent until you press send. You can also use the contact page.