Browse for Egocentric Video Data Samples

Explore real-world egocentric video samples collected using wearable cameras. Our datasets help train next-generation AI systems for robotics, embodied AI, computer vision, and autonomous decision-making.

Real-World Activities Real-World Activities

Real-World Activities

AI Training Data AI Training Data

AI Training Data

Different Environments Different Environments

Different Environments

Custom Data Collection Custom Data Collection

Custom Data Collection

50,000+

Hours of Video Collected

Real-world first-person recordings across multiple industries.

500+

Data Collection Projects

Successfully delivered datasets for AI and robotics applications.

15+

Countries Covered

Diverse participants, environments, and use cases for robust AI training.

00:00

Chopping vegetables

Household

Training bimanual grasp and re-grasp policies on deformable objects. Captures the stabilising hand, mid-task re-grips, and natural recovery from slip.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cleaning Home

Household

Training whole-body mobile manipulation across a lived-in space — reaching, wiping, and clearing surfaces amid natural clutter.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Desk Cleaing

Household

Training tabletop tidying — grasping mixed small objects, wiping the surface, and returning items to place.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Fold Clothes

Household

Training bimanual manipulation of highly deformable fabric — flattening, aligning edges, and forming repeatable folds.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Make Bed

Household

Training large-fabric handling over a wide workspace — spreading, smoothing, and tucking sheets that drape and buckle.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Fold Clothes

Household

Training load-and-unload manipulation at an appliance — transferring limp garments into and out of a drum and operating controls.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Washing Cloth in washing machine

Household

Training load-and-unload manipulation at an appliance — transferring limp garments into and out of a drum and operating controls.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cooking Eggs

Household

Training contact-rich cooking manipulation — cracking, pouring, and pan handling with a tool under changing material state.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cook Chapati

Household

Training dexterous deformable-dough manipulation — rolling, shaping, flipping, and pan transfer of soft, sticky material.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Make burger at home in bulk

Household

Training repetitive bimanual food assembly — stacking, portioning, and ordered layering across many identical units.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cooking Rice

Household

Training multi-step food prep — measuring, rinsing, pouring, and pot handling through a sequenced cooking process.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cooking Food

Household

Training long-horizon kitchen manipulation — combining tool-use, pouring, stirring, and heat-side handling across a full recipe.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Wash Cloth by hand

Household

Training wet deformable-fabric manipulation — scrubbing, wringing, and rinsing limp cloth under changing weight and grip.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Ironing CLoth

Household

Training repetitive bimanual food assembly — stacking, portioning, and ordered layering across many identical units.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Organising Stuffs in Room

Household

Training whole-body pick-and-place across a cluttered space — sorting mixed objects and returning them to defined locations.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cleaning Beside Shelf

Household

Training constrained-space wiping and reaching — cleaning narrow, partially occluded areas around fixed furniture.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cleaning Window

Household

Training vertical-surface tool-use — sustained wiping over a large flat plane with consistent coverage and pressure.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Origami / sequence angle

Household

Training long-horizon deformable manipulation through multi-step paper folding. Captures ordered fold sequences, crease reinforcement, and mid-task re-alignment.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Organise Book in Bookself

Household

Training precise placement of rigid objects into tight slots — grasping, orienting, and inserting books against neighbours.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Organising Utensils in Racket

Household

Training placement of varied rigid objects into structured holders — orientation and slotting under spatial constraint.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Making Bed Organizer Cushion

Household

Training bimanual assembly of soft goods — stuffing, shaping, and arranging compliant filled material.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Watering Plant

Household

Training controlled pouring and reach — guiding liquid to targets while managing container weight and spill.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Wash Utensils

Household

Training wet-object bimanual manipulation — grasping slippery items, scrubbing with a tool, rinsing, and controlled placement.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Wash Utensils

Household

Training wet-object bimanual manipulation — grasping slippery items, scrubbing with a tool, rinsing, and controlled placement.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Wash Utensils

Household

Training wet-object bimanual manipulation — grasping slippery items, scrubbing with a tool, rinsing, and controlled placement.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cutting metal with an angle grinder

Fabrication

Training two-hand operation of a high-force powered tool against rigid material. Captures the firm dual-grip, controlled feed into the cut, and steady reaction-force management as the grinder bites — high-load tool-use that free-space manipulation data can't provide.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Metal Welding

Fabrication

Training precise tool guidance under an active high-energy process. Captures the hand striking and maintaining an arc — controlled electrode angle, standoff distance, and steady travel along the joint — fine positioning under extreme conditions that no simulated data reproduces.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Cutting grass with a sickle

Agriculture

Training bimanual tool-use on compliant vegetation in unstructured terrain. Captures the coordinated split of roles — one hand bunching and tensioning grass, the other drawing a curved blade through it — under variable resistance that clean tabletop tool data can't reproduce.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Harvesting chillies

Agriculture

Training bimanual selective picking on live plants in unstructured field conditions. Captures one hand steadying the stem while the other locates and detaches ripe produce without damaging the plant — delicate targeted harvesting that clean tabletop data can't reproduce

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Soldering a circuit board

Industrial

Training precision bimanual tool-use for electronics assembly. Captures the steadying hand fixturing the board while the tool hand places the iron with sub-millimetre accuracy — controlled contact, dwell, and withdrawal that vision-only policies can't learn.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Handling sheet-metal parts

Industrial

Training whole-body bimanual handling of large rigid parts in a working facility. Captures lifting, orienting, and placing heavy sheet-metal panels — including two-person coordinated moves — behaviours that tabletop manipulation data can't provide.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Screen printing

Industrial

Training bimanual handling of large flexible-framed tools in a production setting. Captures lifting, positioning, and registering a screen-print frame — two-hand control of an awkward, semi-rigid object against a fixed print bed that tabletop data can't reproduce.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Operating a power press

Industrial

Training bimanual guidance of deformable fabric through a powered machine. Captures both hands feeding, aligning, and tensioning cloth under the needle in real time — continuous fine control of limp material that tabletop pick-and-place data can't provide.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Ironing fabric

Industrial

Training bimanual pressing of deformable material with a handheld tool. Captures one hand smoothing and positioning cloth while the other guides the iron with controlled pressure and path — coordinated flatten-and-press behaviour on limp fabric that rigid manipulation data lacks.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Trimming garment threads

Industrial

Training fine bimanual manipulation of soft fabric with a small tool. Captures both hands working in close coordination — one holding and tensioning cloth, the other trimming stray threads — precise close-range work on deformable material that rigid-object policies never encounter.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

00:00

Packing metal parts

Industrial

Training bimanual pick-and-pack from bulk clutter into flexible packaging. Captures reaching into a mixed bin, grasping small rigid parts, and inserting them into limp plastic bags — the combined rigid-grasp plus deformable-bag handling that real packing lines demand.

  • VOLUME

    268 hrs

  • PARTICIPANTS

    24 operators

  • RESOLUTION + FPS

    1080p. 30 fps

  • CAMERA RIG

    Head-mounted

  • CAMERA

    iPhone 14 Pro

  • FORMAT

    MP4

  • SCALABLE TO

    1,000 hrs 8 weeks lead time

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