Hardware
Build a Multi-Camera 3D Tracking Application with NVIDIA DeepStream 9.1 Skills
NVIDIA DeepStream 9.1 introduces AutoMagicCalib (AMC) and Multi‑View 3D Tracking (MV3DT) to automate camera calibration and maintain consistent 3‑D object IDs across multiple calibrated cameras, reduc
NVIDIA DeepStream 9.1 introduces AutoMagicCalib (AMC) and Multi‑View 3D Tracking (MV3DT) to automate camera calibration and maintain consistent 3‑D object IDs across multiple calibrated cameras, reducing manual setup for applications such as warehouse safety and retail analytics. MV3DT fuses detections from these cameras, outputs results through on‑screen displays, bird‑sight views, and Kafka streams, and supports detector models including PeopleNetTransformer, PeopleNet v2.6.3, and RT‑DETR 2D. The release also adds a modular skill system with 13 agentic skills and coding‑agent support, with all source code and reference applications available on NVIDIA’s DeepStream GitHub repository.
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Source: NVIDIA Developer | 2026-07-15