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NVIDIA Jetson AGX Orin: High-Concurrency Video Inference Solution for Security Edge AI

2025-11-28 10:10:19 jnadm

KINGROLE

NVIDIA Jetson AGX Orin: Release Date & Market Acceptance

NVIDIA Jetson AGX Orin was officially released in November 2021, with development kits and mass-production modules gradually available starting from 2022. Positioned by NVIDIA as a modular platform for robotics, edge AI, and high-performance video analytics, it was quickly adopted in security video analysis, intelligent monitoring, and city-level video perception projects.

Security Applications & Sales Trends of NVIDIA Jetson AGX Orin

Within two years of its release, Jetson AGX Orin gradually entered industrial mass-production projects, including edge analysis nodes for smart cameras, video analysis servers for intelligent buildings, and real-time inference units for traffic video streams. Thanks to its high computing power and mature software stack, it has been widely adopted by large security solution providers and urban security projects, with shipments and project adoptions showing an upward trend (vendor and ecosystem collaboration cases continue to be disclosed).

Key Security Application Scenarios of NVIDIA Jetson AGX Orin

Edge Video Intelligent Analysis: Face recognition, behavior analysis, crowd counting, and abnormal event detection.

Smart Transportation: Vehicle recognition, traffic flow statistics, illegal parking detection, and license plate recognition.

Intelligent Building/Campus Security: Intrusion detection and perimeter protection.

Video Stream Hierarchical Inference: Hybrid deployment of local preliminary screening and cloud-based refined inspection.

These scenarios demand high real-time performance, concurrent camera processing capabilities, and inference stability—areas where Jetson AGX Orin excels.

Related Series & Other Popular Products

Jetson AGX Orin belongs to the high-end modular line of NVIDIA's Jetson series (alongside Orin Nano, Orin NX, Xavier NX, etc.). In the security market, the Jetson series covers a full range of solutions from low-power embedded systems to high-computing edge servers. Competitors include Intel's Myriad series (VPU), Edge TPU, and some AMD embedded GPU platforms.

Performance Upgrade: Orin vs. Previous-Generation (Xavier)

Compared to Jetson Xavier, Jetson AGX Orin has achieved significant improvements in AI computing power, concurrent camera processing, I/O bandwidth, and energy efficiency ratio. The Orin series delivers multi-fold computing power growth and incorporates a more advanced GPU architecture and Tensor cores, thus demonstrating obvious advantages in processing multi-channel 4K videos, as well as inference latency and throughput for deep learning models.

Orin vs. Industry Competitors

Vs. Intel VPU/Movidius Series: Orin outperforms significantly in large-scale concurrent inference and complex DNN models, while Intel VPUs hold an edge in low-power/cost scenarios.

Vs. Edge TPU/Modular Accelerators: Orin is more suitable for city-level security nodes requiring high concurre ncy and multi-model parallelism.

Overall, Orin is the preferred platform for security-grade scenarios demanding "high concurrency, multi-model support, and low latency."

Kingrole's Procurement Recommendations for NVIDIA Jetson AGX Orin

As a global channel trader, Kingrole advises security customers to note the following when procuring Jetson AGX Orin:

Authentic Channels & Long-Term Supply: As a high-value module, Orin is recommended to be procured through authorized channels like Kingrole to ensure firmware/industrial-grade module consistency.

Software Version Management: NVIDIA JetPack and CUDA versions greatly impact deployment; Kingrole can assist customers in synchronizing modules and software stacks.

Bulk & Customization Price Advantages: Leveraging stable procurement volumes, Kingrole can help customers secure the best prices from original manufacturers or regional agents and establish long-term stock plans.

In summary, Kingrole enables customers to obtain genuine NVIDIA Jetson AGX Orin modules at optimal prices, providing prototype verification, bulk supply, and long-term supply guarantees.


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