vss-deploy-detection-tracking-3d

Deploys the RTVI-CV-3D MV3DT microservice for multi-camera 3D detection and tracking with BEV Fusion.

2|Updated Aug 20, 2026
One-click install
npx skills add https://github.com/atomicrajat/industry_safety_monitoring_system --skill vss-deploy-detection-tracking-3d-atomicrajat
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: vss-deploy-detection-tracking-3d
Source: https://github.com/atomicrajat/industry_safety_monitoring_system/tree/main/.claude/skills/vss-deploy-detection-tracking-3d
Command: npx skills add https://github.com/atomicrajat/industry_safety_monitoring_system --skill vss-deploy-detection-tracking-3d-atomicrajat

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Setting up multi-camera 3D detection and tracking with NVIDIA's Video Search and Summarization (VSS) warehouse blueprint requires coordinating DeepStream perception, BEV Fusion, camera calibration, MQTT/Kafka brokers, and VST sensor registration across dozens of containers — a process with many failure points around calibration paths, stream counts, GPU limits, and permissions. ## Core Features & Use Cases - Guided MV3DT deployment: Routes through four questions (profile size, data source, calibration coverage, detector/dataset slug) to deploy the RTVI-CV-3D stack on the bundled sample dataset, custom video files, or live RTSP streams. - Calibration chaining: Hands off to the AutoMagicCalib (AMC) skill when calibration is missing, runs VGGT refinement, exports MV3DT calibration files, and lands them at the correct mount path. - Camera configuration and verification: Normalizes camera names, syncs NUM_STREAMS with calibration and GPU stream caps, verifies perception FPS and BEV fusion health, and supports teardown and troubleshooting. - Use Case: An engineer with four calibrated warehouse cameras on an RTX PRO 6000 wants bounding-box overlays in the VST video wall without the full agent/LLM/VLM stack — this skill deploys the extended MV3DT profile end to end. ## Quick Start Ask the agent to deploy RTVI-CV-3D as MV3DT on your video files or RTSP streams, and it will route through calibration, camera configuration, deployment, and verification.

Frequently Asked Questions about vss-deploy-detection-tracking-3d

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I deploy multi-camera 3D detection and tracking with NVIDIA VSS?

Use this skill to deploy the RTVI-CV-3D microservice in MV3DT mode, which combines per-camera DeepStream perception with BEV Fusion over calibrated cameras. It supports the bundled sample dataset, custom MP4 videos, or live RTSP streams via docker compose.

How do I calibrate cameras for MV3DT BEV Fusion?

When calibration is missing, the skill chains to the vss-generate-video-calibration skill to run AutoMagicCalib end to end via its REST API, optionally with VGGT refinement. The exported calibration.json and camInfo files are landed at the warehouse-mv3dt-app calibration mount path.

Which GPUs support the MV3DT stack and how many streams?

Supported hardware profiles include RTX PRO 6000 Blackwell (18 streams), H100 (13), L40S (7), and IGX Thor or DGX Spark (4 each). The configurator enforces the per-GPU cap at deploy time by trimming the stream count.

Why does MV3DT perception show Active sources 0 after deployment?

This usually means stale VST sensor state from a prior deploy, a wrong dataset slug, missing calibration, or camera names that do not match the Camera, Camera_01 convention. Reconcile VST sensors or reset with docker compose down -v, then redeploy.

What is the difference between minimal and extended MV3DT profiles?

The extended profile (default) adds Elasticsearch, Logstash, Kibana, the video analytics API, and calibration import, which are required for bounding-box overlays in the VST video wall. Minimal runs only the MV3DT core with metadata on Kafka or Redis and no overlays.

When should I use the full warehouse blueprint instead of MV3DT only?

Use the vss-deploy-profile skill when you need the complete warehouse blueprint with the agent, LLM, and VLM stack, or Sparse4D with MODE=3d. This skill is strictly for the MV3DT microservice without those layers.