Embodied AI Data Infrastructure

High-fidelity egocentric data,
from capture to training.

Tok Vision designs, manufactures, and delivers professional egocentric (ego) data capture devices with hardware-level sub-microsecond synchronization — complemented by machine vision customization and warm-tier NAS storage. One engineered data pipeline: capture → store → govern.

< 1 µsMulti-sensor sync
< 20 µsFrame-to-IMU sync accuracy
8 hrsContinuous recording, zero dropped frames
2–8 camsFlexible camera configurations
Tok Vision multi-camera ego capture headset rendering
IEEE P2020 Working Group — Member & Contributor ISO 9001 Certified 50+ IP Filings National High-Tech Enterprise, est. 2018 Serving leading and publicly listed companies

Why It Matters

The race in embodied AI starts with
data you can trust.

Device precision, data throughput, and governance determine how fast your algorithms actually iterate. We turn the fragmented capture-store-govern chain into one engineered data pipeline.

01

Sync Error

Inconsistent multi-sensor timing degrades VIO / SLAM accuracy and makes action reproduction unreliable.

02

Data Silos

Capture and storage that don't talk to each other leave data scattered and slow to reach training.

03

Uncontrolled Quality

Without automated cleaning, QC, and traceability, low-value data leaks into your training loop.

Capture Portfolio

Multiple devices. One FPGA synchronization core.

From rapid algorithm validation to complex teleoperation demonstrations — every device form factor is synchronized by the same FPGA timing core, in hardware, before a single frame reaches the SoC.

Stereo USB

Stereo USB Capture Device

The lightweight entry point for research validation and algorithm iteration.

  • Driver-free USB 3.2 Gen1 (5 Gbps) — works with NVIDIA AI platforms
  • Synchronized stereo output for research pipelines
  • Desktop deployment — device to data in minutes
Stereo Vision

Standalone Stereo Vision

Stable stereo time-series data for spatial perception, localization, and mapping.

  • Independent on-device operation
  • Built for high-precision VIO, SLAM, and stereo algorithms
  • Hardware-level simultaneous stereo exposure
Multi-Camera

6-Camera Rig

Multi-view coverage that increases the information density of complex environments.

  • Unified clock drives coordinated multi-camera capture
  • Multi-sensor sync < 1 µs across all cameras (ns-class FPGA)
  • Inter-device multi-camera sync < 10 µs
  • Scalable to 2 / 4 / 6 / 8 camera configurations
Hand & Wrist

UMI Hand & Wrist Capture

Turns human demonstrations into trainable data for manipulation learning.

  • Records hand actions and wrist-perspective video
  • Sensor sync for wrist / UMI modules
  • Feeds grasping, assembly, and interaction policy training
FPGA ISP Pipeline Architecture — production pipeline · 100% in-house IP · HDR up to 140 dB · industry-leading latency
FPGA ISP pipeline architecture: MIPI, LVDS and DVP input, RAW domain processing (DPC, BLC, LSC, HDR Fusion, AWB Gain, Joint DRC, Bayer de-mosaic RGGB), RGB domain (Gamma, CCM), YUV domain (CSC chroma processing, Contrast and Brightness, Edge Enhance, NR Luma), and outputs to Multiple V-Out, DMA Writer, Panning and Scaler, Memory Buffer, Display DPU
Industrial Design

Ultra-light. Head, wrist, or chest.

Minimal, flexible industrial design with full customization support. Capture unit weighs under 120 g including the head strap — verified at 112.9 g on the bench.

Tok Vision ego capture device — front, side, and rear views
Device worn on a safety helmet Device worn with an elastic head strap
Data Modeling & Simulation

Validated in SLAM / VIO pipelines.

Every capture unit is evaluated in a stereo VIO pipeline before delivery — trajectory, feature tracks, and loop closure quality verified against grading thresholds.

Stereo VIO — live trajectory replay (RViz)

OpenVINS Data Evaluation Report

Auto-generated 2026-09-16 17:21:19

Grading — loop error rate = end offset / total path

S < 0.5% A < 1% B < 2% C < 3% D < 5% E ≥ 5%

FileCamerasInitFramesTotal PathEnd OffsetError RateGradeConclusion
run.log2STATIC6278.86 m0.065 m0.73 %AGrade A (error rate 0.73%)

Details — run.log Grade A

Cameras: 2
Init: STATIC
Frames: 627
Total path: 8.86 m
End position: [-0.03, -0.042, -0.039]
Loop closure error: 0.0647 m (0.73%)

Trajectory (XY top view)

start end XY plane (unit: m)

Cumulative distance dist(t)

dist (max 8.86 m)

Diagnosis: no anomalies.

OpenVINS data evaluation report — Grade A, loop error rate 0.73% (auto-generated)

Stereo Camera Verification Report

Verified 2026-08-18 11:36:21 · calibration file stereo_calib_20260818_103124-YT7760.yaml · 1920 × 1200 · baseline 64.56 mm (measured)

CALIBRATION PASS  PARAMETER CONSISTENCY ✓  RECTIFICATION PASS

① Calibration accuracy

Stereo RMS: 0.286 px

Quality grade: A (excellent) PASS

② Parameter consistency

Measured RMS: 0.264 px vs file: 0.286 px

Consistent poses: 7 / 7 CONSISTENT ✓

③ Rectification — epipolar error

Mean: 0.208 px · p95: 0.505 px

RMS: 0.258 px · max: 0.712 px

Valid corners: 616 · outliers: 0 · poses: 7 PASS

Per-pose rectification quality

Samplemean (px)95% (px)RMS (px)max (px)Corners
Pose 10.2160.5000.2640.63088
Pose 20.2540.5760.3110.69988
Pose 30.2240.4530.2670.62388
Pose 40.1940.4630.2420.65788
Pose 50.2120.5070.2570.65788
Pose 60.1880.4510.2380.71288
Pose 70.1700.4150.2130.57288

Auto-generated by StereoVerifyTool

Per-unit factory verification — calibration, parameter consistency, and rectification all PASS before shipment

Sync Technology

Sub-microsecond synchronization,
done in hardware.

All synchronization and image alignment are performed by our FPGA pipeline before data reaches the SoC for encoding. The stereo pair and the IMU share a single clock source — no software-induced drift, no post-hoc alignment guesswork.

< 1 µsMulti-sensor sync (ns-class hardware sync)
< 10 µsInter-device multi-camera sync
< 20 µsFrame-to-IMU sync accuracy
PTP / NTP / RFDevice-to-device sync: µs-class over wired PTP, ms-class over wireless NTP

Live demo — real-time per-batch sync offset (µs), IMU telemetry, and exposure-aligned frame capture QC in the Tok Vision Sync Monitor

Compatible with ARM SoCs, Windows, macOS, Android, Linux, and ROS. Full SDK for custom development, intrinsic/extrinsic calibration, custom recording hosts, and data inspection & cleaning services.

Specifications

Engineered for reproducible research.

Output follows top-tier conference ego dataset standards — experiments are easy to reproduce, and effective data yield is higher.

CategorySpecification
Image SensorsStereo RGB global shutter
Resolution1920×1200 @ 30/60 fps · 1920×1080 @ 30 fps · 1600×1200 @ 30 fps (4:3)
Field of ViewH 160° / V 130° standard (multiple lens options, customizable)
Stereo Baseline65 mm nominal (64.56 mm measured on the verification unit); rigid PCB + bracket construction
Multi-Sensor Sync< 1 µs, ns-class hardware sync across all on-device sensors (FPGA); hardware-level simultaneous exposure
Inter-Device Multi-Camera Sync< 10 µs
IMU6-axis / 9-axis (TDK / ST), 300–600 Hz sampling
Camera–IMU SyncFrame-to-IMU sync accuracy < 20 µs, hardware timestamping
Device SyncPTP wired µs-class · NTP wireless ms-class · RF supported
Video EncodingH.264 / H.265, bitrate 6–10 Mbps (adjustable)
Output FormatsMP4 / MCAP container; WAV / AAC audio (256 kbps, 16 kHz); dual video streams
Recording8-hour continuous capture, zero dropped frames
Storage64 GB onboard eMMC/SPI + microSD card up to 256 GB; 1 GB DDR memory
ConnectivityUSB 3.2 Gen1 (5 Gbps, driver-free) · Wi-Fi · Gigabit Ethernet (RTSP)
Power5 V USB Type-C (supports simultaneous data output), optional 18650 quick-swap battery compartment
Wearable Design< 120 g including head strap (112.9 g verified); head, wrist, and chest mounting
Factory CalibrationPer-unit calibration at the factory: camera intrinsics, stereo extrinsics, IMU–camera extrinsics; calibration files bound to the device serial number
OTA UpdatesOver-the-air firmware update supported (microSD card priority)
Privacy & ComplianceRecording indicator LED + camera status LED; 1-second long-press start/stop capture with onboard or external button pad
Adjustable ParametersAE, AWB, exposure time, frame rate, contrast, and brightness

Warm-Storage NAS

Turn high-frequency capture into reliable warm-tier storage.

Our NAS product line gives capture devices a steady ingest path — stable throughput, scalable capacity, and RAID-protected data — so recordings land safely and stay ready for algorithm ingestion.

Topology 01

Point-to-Point

One capture device to one storage node. Direct deployment, one clean link.

Topology 02

Multipoint-to-Point

Multiple capture devices converge on one node — built for production-scale data management.

Topology 03

Storage & Protection

3.5-inch drive compatible, concurrent read/write, RAID backup for continuous ingest.

01CaptureStereo / multi-camera / UMI
02High-Speed WriteConcurrent ingest & aggregation
03Warm StorageNAS / RAID data protection
04AI GovernanceCleaning · QC · traceability

Automated AI cleaning, quality inspection, and governance upgrade your data from "stored" to trainable, manageable, and traceable.

Machine Vision Customization

A full-stack vision team behind your product.

We are an original source provider of vision products and technology — from self-developed ISP IP in silicon to complete camera systems, optics, algorithms, and hardware, optimized end to end.

ISP IP

Self-Developed FPGA ISP

A proprietary, highly customizable ISP pipeline designed for low-latency, high-synchronization scenarios — from RAW domain processing to YUV output.

  • Mass-produced and licensed to chipset vendors
  • HDR up to 140 dB; ultra-low latency, industry-leading
  • RGB / RCCB CFA support, LSC, AWB, demosaic, LDC
Ego ISP

Dedicated Ego-Capture IP

Purpose-built ISP IP for embodied data capture with sub-µs synchronization — a capability we believe leads the industry.

  • FPGA-side sync and alignment before encoding
  • Objective metrics for subjective image quality — an industry first
  • Low-light full-color technology
Engineering

Custom Development & Delivery

Complete mechanical, optical, and simulation design capability for full product-line customization.

  • SDK + calibration toolchain for secondary development
  • Custom recording hosts, data inspection & cleaning services
  • R&D → production → delivery of full ego capture devices
Live Algorithm

Visible-light deep dehazing.

Real-time DEHAZE enhancement running in our ISP pipeline — scene contrast and color fidelity recovered in real time, with no post-processing required.

Helmet-mounted capture device — CAD structural design with FOV rays
Helmet-mounted rig — structural design with FOV ray simulation
Cap-mounted capture device — custom housing design
Cap-mounted wearable form factor — custom housing design

About Tok Vision

Standards-driven. Full-stack. Delivery-proven.

Tok Vision is an original‑source provider of vision products and technologies. We run China’s only open‑access imaging laboratory and provide services to globally leading image quality teams.

IEEE P2020 Contributor

Active in 4 of 7 sub-working groups alongside ~300 global experts; one of the few voting members worldwide.

Deep IP Portfolio

50+ IP filings, in which invention patents account for 58% of the total. This includes 25+ granted patents and 15 software copyright registrations, focused on core imaging domains.

iWayLab

China's only open imaging laboratory — spectrum-programmable flat-light arrays, real vehicle head- and taillights, standard charts, and real-world spectral data from over 2M+ km of driving, powering subjective and objective testing.

Enterprise Delivery

Project experience with leading and publicly listed companies, from R&D validation to production-scale data operations.

Inside iWayLab — Standard Test Equipment
TE-108 OECF optoelectronic conversion function test chart
TE-108 OECF & tone-response chart
24-patch color rendition test chart
24-patch color rendition chart
ISO 12233 resolution test chart
ISO 12233 resolution test chart
Multi-element grayscale and color test target
Multi-element grayscale & color test target
Grid distortion test chart
Grid distortion test chart
Image quality analysis software suite
Image quality analysis software
Subjective evaluation tunnel in bright daylight illumination mode
Subjective evaluation tunnel — daylight mode
Subjective evaluation tunnel in low-light illumination mode
Subjective evaluation tunnel — low-light mode
Image Quality Analysis Reports — Sample Deliverables
Image quality analysis report — depth of array and lens performance
Optical & lens performance report
Image quality analysis report — luminance and color uniformity heatmap
Uniformity & color heatmap report
Image quality analysis report — automated software analysis
Automated software analysis report
Image quality analysis report — exposure and gamma response curves
Exposure & gamma response report
Lab Equipment & Test Environment — Full Inventory
  • 01Standard illumination box
  • 02High-precision light source
  • 03Programmable flicker frequency
  • 04Programmable intensity (150,000 lx)
  • 05Programmable CCT
  • 06Spectrum-programmable flat lights
  • 07Standard reflective charts
  • 08Analysis software
  • 09Real vehicle taillights & headlights (halogen / xenon / LED)
  • 10Realistic vehicle & real license plates
  • 11Real traffic signs, plants, and trees
  • 12Programmable electric guideway
  • 13High-intensity sunlight simulation
  • 142M+ km of real-world spectral data

Get in Touch

Build the next-generation data foundation
for embodied intelligence — with us.

Tell us about your capture scenario, sync requirements, and storage scale. We'll scope a device, NAS, and governance pipeline that fits.

Email

cady@tokvision.hk

WhatsApp QR code — scan to chat with Tok Vision
WhatsApp

Scan the QR code.

Company

TOKVISION IMAGE TECH LIMITED

Scope

Device selection · sync requirements · NAS & governance pipeline design