Build a Real-Time Visual Inspection Pipeline with NVIDIA TAO 6 and NVIDIA DeepStream 8

Originally published at: Build a Real-Time Visual Inspection Pipeline with NVIDIA TAO 6 and NVIDIA DeepStream 8 | NVIDIA Technical Blog

Building a robust visual inspection pipeline for defect detection and quality control is not easy. Manufacturers and developers often face challenges such as customizing general-purpose vision AI models for specialized domains, optimizing the model size on compute‑constrained edge devices, and deploying in real time for maximum inference throughput.  NVIDIA Metropolis is a development platform for…

hi Can you guide MVP developmengt for below

Detects quality and SOP deviations in real time

  • Alerts operators instantly (before defects propagate)

  • Automatically generates audit-ready evidence and logs

  • Plants typically see measurable reduction in rejections and rework within 30–60 days, without disrupting existing MES or ERP systems.

    looking for FMCG usecase. kindly let us know

If there is any questions/issues related to TAO, please create topics in TAO forum TAO Toolkit - NVIDIA Developer Forums. Thanks!