Resource · Hardware buyer guide

Choosing an Egocentric Stereo Capture Headset

· 10K HoursData · Baseline · Sync · Timestamps · Calibration · FoV

Direct answer. For VLA / imitation human demos, pick a headset that can prove five capture properties in the SOW: a fixed stereo baseline, hardware sync (shared exposure clock), device-recorded timestamps (not FPS backfill), named calibration products that ship, and FoV / mount geometry that keeps hands visible under a natural working gaze. A commodity webcam or phone can shoot video; it usually cannot prove those five without becoming a custom stereo research rig.

Scope. This guide is about capture fitness for egocentric stereo training data, not consumer XR entertainment. No competitor brand names. Where sensor resolution or FoV marketing conflicts with measured sample evidence, prefer the product page and public sample.

Buyer checklist (answer-first)

Comparison: egocentric stereo kit vs commodity webcam / phone

Property Egocentric stereo capture kit (e.g. 10KHEgo-V1 class) Commodity webcam Phone camera
Stereo baseline Fixed, stated baseline (product page / unit cal) Usually mono; dual-cam mounts are improvised Usually mono; multi-cam not a training stereo pair
Left–right sync Hardware-synced exposure path Independent clocks; software align ≠ hardware sync Single stream or vendor multi-cam — not SOW stereo sync
Timebase Device-recorded per-frame timestamps + IMU clock Often FPS backfill / host clock only App/OS timestamps; weak for multi-sensor fusion
Calibration deliverables Named products ship per unit/batch Rarely shipped; DIY chessboard at best Vendor ISP black box; extrinsics rarely exportable
Hands-visible egocentric FoV Mount + FoV designed for work-surface gaze (verify with sample) Desk / face framing; not egocentric manipulation Handheld / selfie FoV; third-person drift common
Resolution claims Cite product page / decoded sample — do not invent Marketing MP ≠ training-useful stereo Marketing MP ≠ calibrated stereo pair

Baseline

Near-field hand manipulation needs a known, rigid baseline. If the vendor cannot state the baseline and ship stereo calibration that references it, depth cues in learning pipelines become untrustworthy. For 10KHEgo-V1 class numbers, see the hardware page (baseline stated there; do not copy stale figures from secondary pages).

Hardware sync

“We aligned the videos later” is not the same as a shared exposure clock. Soft-synced or post-aligned pairs create silent disparity / motion artifacts. SOW language should require hardware sync as the primary capture path.

Timestamps vs FPS backfill

Nominal frame rate is not a timebase. VLA and imitation stacks need device-recorded timestamps, ideally co-clocked with IMU. See recorded timestamps vs FPS backfill.

Calibration that must ship

Ask for named files / fields: intrinsics (K), distortion, stereo rectification (R/P/Q), IMU–camera extrinsics, version tag, residual gates. If calibration is “available on request” but not in the batch package, treat that as a delivery risk. See calibration files that must ship.

FoV caveats

Wide FoV marketing numbers do not guarantee hands + work surface stay in frame under a natural working gaze. Request sample frames at your task distance. Where published FoV and measured sample disagree, trust the sample and the product page — do not invent resolution/FoV numbers here.

Next step

Decode the public sample, then paste gates from the acceptance checklist into your SOW. Kit-only or kit + capture: start from 10KHEgo-V1.