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V.I.S.O.R is a real-time stereoscopic HUD for industrial hazard identification. Edge-deployed inference at sub-5ms latency using dual 4K optical sensors.
The optical array fuses LIDAR depth maps with RGB spectral data, enabling classification in up to 85% occlusion environments.
[FIG. 1 — Optical Array]
Dual-lens / LIDAR / IMU
V.I.S.O.R Rev. C — 2024
Prototype: Sony IMX678 sensors (64mm baseline) + Hesai XT16 LiDAR + Jetson Orin NX.
Quantized YOLOv9-nano at 87 FPS. Confidence thresholds adjusted dynamically from IMU-derived motion-blur metrics.
[FIG. 2 — Detection Accuracy]
[email protected] = 0.91 across 14 hazard classes
Benchmark: Site Alpha, 2024
0 false negatives across 400 operational hours at 3 construction sites.
Deployed with 47-person team to construct 4.2 km of rural transit infrastructure across three flood-prone sub-districts of the Mekong Delta region.
Activities: aggregate laying, drainage installation, coordination with local civil engineers.
[FIG. 1 — Mekong Transit Route]
4.2 km · 3 sub-districts · 14 days
Infrastructure Log — Vietnam 2024
Route deviation of 340m on Day 6 following seasonal inundation assessment.
Clinical outreach rotation. Triage documentation, patient intake, and primary literacy modules delivered to 60+ students across two village schools.
[FIG. 2 — Outreach Site Map]
Hospital · 2 Schools · Health Screening
Cambodia Field Record — 2025
Screening reached 210 patients. Abnormal findings flagged in 14% of cases for referral.
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