Embodied AI Data Infrastructure
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.
Why It Matters
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.
Inconsistent multi-sensor timing degrades VIO / SLAM accuracy and makes action reproduction unreliable.
Capture and storage that don't talk to each other leave data scattered and slow to reach training.
Without automated cleaning, QC, and traceability, low-value data leaks into your training loop.
Capture Portfolio
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.
The lightweight entry point for research validation and algorithm iteration.
Stable stereo time-series data for spatial perception, localization, and mapping.
Multi-view coverage that increases the information density of complex environments.
Turns human demonstrations into trainable data for manipulation learning.
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.
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%
| File | Cameras | Init | Frames | Total Path | End Offset | Error Rate | Grade | Conclusion |
|---|---|---|---|---|---|---|---|---|
| run.log | 2 | STATIC | 627 | 8.86 m | 0.065 m | 0.73 % | A | Grade A (error rate 0.73%) |
Details — run.log Grade A
Trajectory (XY top view)
Cumulative distance dist(t)
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
| Sample | mean (px) | 95% (px) | RMS (px) | max (px) | Corners |
|---|---|---|---|---|---|
| Pose 1 | 0.216 | 0.500 | 0.264 | 0.630 | 88 |
| Pose 2 | 0.254 | 0.576 | 0.311 | 0.699 | 88 |
| Pose 3 | 0.224 | 0.453 | 0.267 | 0.623 | 88 |
| Pose 4 | 0.194 | 0.463 | 0.242 | 0.657 | 88 |
| Pose 5 | 0.212 | 0.507 | 0.257 | 0.657 | 88 |
| Pose 6 | 0.188 | 0.451 | 0.238 | 0.712 | 88 |
| Pose 7 | 0.170 | 0.415 | 0.213 | 0.572 | 88 |
Auto-generated by StereoVerifyTool
Per-unit factory verification — calibration, parameter consistency, and rectification all PASS before shipment
Sync Technology
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.
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
Output follows top-tier conference ego dataset standards — experiments are easy to reproduce, and effective data yield is higher.
| Category | Specification |
|---|---|
| Image Sensors | Stereo RGB global shutter |
| Resolution | 1920×1200 @ 30/60 fps · 1920×1080 @ 30 fps · 1600×1200 @ 30 fps (4:3) |
| Field of View | H 160° / V 130° standard (multiple lens options, customizable) |
| Stereo Baseline | 65 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 |
| IMU | 6-axis / 9-axis (TDK / ST), 300–600 Hz sampling |
| Camera–IMU Sync | Frame-to-IMU sync accuracy < 20 µs, hardware timestamping |
| Device Sync | PTP wired µs-class · NTP wireless ms-class · RF supported |
| Video Encoding | H.264 / H.265, bitrate 6–10 Mbps (adjustable) |
| Output Formats | MP4 / MCAP container; WAV / AAC audio (256 kbps, 16 kHz); dual video streams |
| Recording | 8-hour continuous capture, zero dropped frames |
| Storage | 64 GB onboard eMMC/SPI + microSD card up to 256 GB; 1 GB DDR memory |
| Connectivity | USB 3.2 Gen1 (5 Gbps, driver-free) · Wi-Fi · Gigabit Ethernet (RTSP) |
| Power | 5 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 Calibration | Per-unit calibration at the factory: camera intrinsics, stereo extrinsics, IMU–camera extrinsics; calibration files bound to the device serial number |
| OTA Updates | Over-the-air firmware update supported (microSD card priority) |
| Privacy & Compliance | Recording indicator LED + camera status LED; 1-second long-press start/stop capture with onboard or external button pad |
| Adjustable Parameters | AE, AWB, exposure time, frame rate, contrast, and brightness |
Warm-Storage NAS
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.
One capture device to one storage node. Direct deployment, one clean link.
Multiple capture devices converge on one node — built for production-scale data management.
3.5-inch drive compatible, concurrent read/write, RAID backup for continuous ingest.
Automated AI cleaning, quality inspection, and governance upgrade your data from "stored" to trainable, manageable, and traceable.
Machine Vision Customization
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.
A proprietary, highly customizable ISP pipeline designed for low-latency, high-synchronization scenarios — from RAW domain processing to YUV output.
Purpose-built ISP IP for embodied data capture with sub-µs synchronization — a capability we believe leads the industry.
Complete mechanical, optical, and simulation design capability for full product-line customization.
Real-time DEHAZE enhancement running in our ISP pipeline — scene contrast and color fidelity recovered in real time, with no post-processing required.
About Tok Vision
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.
Active in 4 of 7 sub-working groups alongside ~300 global experts; one of the few voting members worldwide.
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.
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.
Project experience with leading and publicly listed companies, from R&D validation to production-scale data operations.
Get in Touch
Tell us about your capture scenario, sync requirements, and storage scale. We'll scope a device, NAS, and governance pipeline that fits.
cady@tokvision.hk
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TOKVISION IMAGE TECH LIMITED
Device selection · sync requirements · NAS & governance pipeline design