ModalityNet
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We are building the largest human centric omni-modal datasetfor embodied ai

Available categories include Motion-with-vision, In-the-factory, In-the-wild and pure Motion Capture

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Over 20,000 hours of omi-modal, time synced human-centric data with videoAudioPressureOver 20,000 hours of omi-modal, time synced human-centric data with videoAudioPressureOver 20,000 hours of omi-modal, time synced human-centric data with videoAudioPressureOver 20,000 hours of omi-modal, time synced human-centric data with videoAudioPressure
25k+Systems Shipped
120HzTemporal Resolution
4Synchronized Modalities
EnterpriseLicensing Ready
Multimodal Data

Everything you see
is time-aligned.

Licensable, synchronized multi-modal datasets for humanoid robotics. Let engineers preview, verify quality, and license precisely what they need — scene by scene, not whole archives.

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Multimodal Data
Sync Accuracy
<1ms

Why Multi-Modal

Finger-level truth (not approximations)

Millimeter-scale hand/finger kinematics plus pressure/contact signals, so models can learn real grasp dynamics—not just pose trajectories.

Synchronized multi-modal ground truth

Motion + multi-view video (and additional signals where applicable) captured in time alignment, enabling strong visual grounding and cross-modal learning.

Coverage across the full realism spectrum

Controlled “factory-grade” precision, large-space motion-with-vision, and truly natural “in-the-wild” behavior—so training data spans clean labels and messy real-world variance.

Built for scale, consistency, and deployment

Repeatable acquisition pipelines, standardized calibration/QA, and dataset structure designed for model training workflows—so you get reliable data, not one-off demos.

Category Overview

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MoCap
Motion Capture

120Hz full-body skeletal data with optical-inertial hybrid rigs. Sub-millisecond synchronization across all sensors.

2,400+sequences
ITF
In-The-Field

Unstructured real-world environments: retail, warehouse, kitchen, outdoor. Portable rig captures for domain diversity.

1,800+sequences
ITW
In-The-Wild

Consumer-grade capture for scale and behavioral diversity. Covers rare interaction primitives across demographics.

5,600+sequences
MWV
Multi-View

Synchronized multi-camera arrays with calibrated extrinsics. Enables 3D scene reconstruction and ego/third-person pairing.

900+sequences

Best Sellers

Bottle handling 0001
NEW
Bottle handling 0001
$30.00MoCap · 48 seq
Bottle handling 0002
NEW
Bottle handling 0002
FreeMoCap · 32 seq
Bottle handling 0003
NEW
Bottle handling 0003
Preview Only
PreviewITF · 56 seq
Bottle handling 0004
NEW
Bottle handling 0004
OwnedMoCap · 41 seq
Bottle handling 0005
NEW
Bottle handling 0005
$30.00MWV · 62 seq
Walking gait 0001
HOT
Walking gait 0001
$45.00MoCap · 120 seq
Object grasp 0001
FEATURED
Object grasp 0001
$60.00ITW · 88 seq
Bimanual assembly 0001
HOT
Bimanual assembly 0001
$55.00MoCap · 74 seq
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Trusted By Pioneers in Robotics and AI

From academic institutions to global fortune 500 companies
our data and acquisition pipelines support the current and future development
of humanoid robotics embodied ai.

PNDbotics
XPENG
Agibot
ByteDance
NVIDIA
LEJUROBOT
LimX Dynamics
Fourier
Covariant
Galbot
Tencent Robotics X

Want to partner with us?

We collaborate with teams pushing the edge of embodied AI.