NVIDIA Jetson Orin NX 8GB & 16GB for vision AI Development

February 9, 2024

Hardware

Introduction to NVIDIA Jetson Orin NX

The NVIDIA Jetson Orin NX stands as a pivotal advancement in the realm of AI and robotics, marking a significant leap from its predecessors, including the Jetson Xavier NX and Jetson AGX Xavier. This module is engineered to cater to the escalating demands for more powerful, yet energy-efficient AI computing in various sectors. The Jetson Orin NX, with its compact form factor, brings forth an unprecedented level of AI performance, making it an ideal choice for developers and innovators in the field.

A key highlight of the Jetson Orin NX is its AI capability. Powered by the latest NVIDIA technology, it delivers up to 100 TOPS of AI performance. This immense computing power, packed into the smallest Jetson form factor, signifies a major advancement in the performance of Jetson modules. Furthermore, the Jetson Orin NX is available in different configurations, including a 16GB version, ensuring versatility for various AI applications.

The module’s ability to handle multiple concurrent AI inference pipelines is another standout feature. This capability, coupled with high-speed interface support for multiple sensors, makes the Jetson Orin NX an ideal platform for complex AI applications in robotics and other fields. Additionally, its energy efficiency makes it a suitable choice for edge AI systems, where power consumption is a critical factor.

Exploring the Jetson Orin NX Module

The Jetson Orin NX module represents a significant evolution in NVIDIA’s lineup of AI modules. Building upon the foundation laid by the Jetson Xavier NX and the Jetson AGX Xavier, the Orin NX module is a testament to NVIDIA’s commitment to advancing computer vison AI technology. This module is specifically designed to address the needs of high-speed, high-performance AI applications, making it a cornerstone in the development of next-generation autonomous machines and robotics.

At the heart of the Orin NX module is a potent combination of hardware and software. It features a robust NVIDIA Ampere architecture GPU, coupled with an 8-core Arm Cortex-A78AE CPU. This configuration not only ensures top-notch AI performance but also guarantees compatibility with a range of developer tools and NVIDIA’s comprehensive AI software stack. The 16GB memory version of the Jetson Orin NX module further enhances its capability to handle complex AI tasks efficiently.

The versatility of the Jetson Orin NX module is not just limited to its computational prowess. Its architecture is designed to provide seamless integration with existing systems and a computer vison platform for innovation in areas such as conversational AI, natural language processing, and robotics. This is facilitated by NVIDIA’s comprehensive developer kit, which includes the Orin NX core module and supports various add-ons like the Yahboom Jetson Orin NX carrier board. 

This developer kit is tailored to encourage innovation in AI application development. It includes NVIDIA’s Jetson Orin NX core module and is complemented by a range of tools including Isaac for robotics and the TAO Toolkit for AI development. The kit’s flexibility is further enhanced by support for high-speed connections like USB 3.2, ensuring rapid data transfer and efficient operation.

In summary, the NVIDIA Jetson Orin NX module, particularly the 16GB version, offers a powerful and versatile platform for a wide range of AI applications. Its ability to deliver up to 100 TOPS of AI performance in the smallest Jetson form factor makes it an ideal solution for the new age of robotics and other edge AI systems. The NX developer kit, with its comprehensive tools and accessories, stands as a testament to NVIDIA’s commitment to fostering innovation and providing the ideal solution for energy-efficient autonomous machines.

Jetson Orin NX AI Development

Jetson Orin NX AI development represents a significant stride forward in the field of artificial intelligence, particularly with the NVIDIA Jetson Orin NX at its core. The Jetson Orin NX, equipped with NVIDIA’s latest AI technology, delivers up to 100 TOPS of AI performance, solidifying its status as a powerhouse in the smallest Jetson form factor. This remarkable performance, especially in AI applications requiring multiple concurrent AI inference pipelines, is a testament to the Jetson Orin NX’s capabilities.

The NVIDIA Jetson Orin, with its 16GB NX module, offers developers an unparalleled platform for AI development, especially for edge systems where compact form factor and energy efficiency are crucial. The module’s high-speed interface support for multiple sensors and its ability to deliver consistent performance in autonomous machines highlight its suitability for advanced AI tasks. Developers also benefit from a comprehensive range of tools and resources, including the Orin NX AI development kit and the Jetson ecosystem partners, which facilitate seamless and efficient development processes.

Furthermore, the Jetson Orin NX AI development kit, specifically tailored for embedded systems, integrates the core module and Yahboom Jetson Orin NX carrier board, providing an ideal solution for a new age of robotics and edge AI applications. This kit, along with the developer tools and software stack provided by NVIDIA, ensures that AI development is more accessible and efficient, paving the way for next-gen products in various industries.

NVIDIA Jetson Orin NX AI Development

The NVIDIA Jetson Orin NX marks a significant advancement in AI development, providing a powerful platform for the latest NVIDIA AI applications. The Jetson Orin NX, with its compact and efficient design, delivers up to 100 TOPS of AI performance, making it ideal for a range of applications, from conversational AI to sophisticated robotics.

The NVIDIA Jetson Orin stands out with its NX 16GB module, which delivers not only superior performance but also supports multiple concurrent AI inference pipelines. This capability is crucial for the development of complex, multi-faceted AI applications. The integration of the Jetson Orin NX in edge systems demonstrates its versatility and its ability to function as an ideal solution for AI development in embedded systems.

Moreover, the Jetson Orin NX sub developer kit, including the NX core module and the Yahboom Jetson Orin NX carrier board, offers a comprehensive solution for developers. This kit, enhanced by NVIDIA’s robust software stack and developer tools like the TAO Toolkit, facilitates the development of energy-efficient autonomous machines. The inclusion of USB 3.2 and M.2 network card compatibility in the NX developer kit further enables high-speed data transfer and connectivity, essential for the development of next-gen AI applications.

In summary, the NVIDIA Jetson Orin NX, particularly in its AI development for embedded systems, stands as a testament to NVIDIA’s commitment to advancing AI technology, offering powerful, efficient solutions for the new age of robotics and AI applications.

The Developer Kit: Gateway to Jetson Orin NX AI Development

The NVIDIA Jetson Orin NX developer kit stands as a pivotal gateway to AI development, bringing to life next-gen products with unparalleled efficiency. This kit, consisting of NVIDIA’s Jetson Orin NX core module, enables developers to harness the world’s most powerful AI computing capabilities in the smallest Jetson form-factor. With its high-speed interface support for multiple sensors, the developer kit serves as an ideal solution for a wide range of AI applications, from edge AI to conversational AI.

The inclusion of NVIDIA’s latest software stack, including the TAO Toolkit and support for natural language processing, facilitates seamless software development. The developer kit not only delivers up to 70 TOPS of AI performance, significantly higher than the performance of the last generation, but it also ensures energy-efficient operation for autonomous machines. Its compatibility with the Jetson ecosystem partners further enriches the development experience, providing a comprehensive range of tools and resources for efficient AI integration.

Jetson Orin NX Sub Developer: A Specialized Approach

The Jetson Orin NX sub developer kit, tailored specifically for the Jetson ecosystem, is a testament to NVIDIA’s commitment to advancing AI technology. This kit, an ideal solution for developers focusing on specialized AI applications, consists of NVIDIA’s Jetson Orin NX core module and the latest Orin NX carrier board, which is perfectly suited for high-performance tasks.

Boasting a memory capacity that enables efficient handling of complex AI models, the sub developer kit provides 3x the performance of the Jetson AGX Xavier and 5x that of the Jetson Xavier NX. Its design, emphasizing the smallest Jetson form-factor, allows for integration into compact and efficient autonomous machines. The kit’s support for high-speed data transfer and multiple sensors makes it an ideal platform for developing advanced AI solutions, including those requiring real-time processing and edge AI capabilities.

Orin NX AI Development Kit

The Orin NX AI development kit, a cornerstone in NVIDIA’s AI product line, offers developers a comprehensive platform for creating and deploying AI applications. This kit, which includes NVIDIA’s Jetson Orin NX core module, is designed to deliver exceptional AI performance in the smallest possible form factor. With its advanced AI software and tools, the development kit is an ideal solution for a new age of robotics and AI-driven systems.

This kit shines in its ability to support multiple concurrent AI inference pipelines, making it perfect for a range of AI applications from robotics to natural language processing. The inclusion of the TAO Toolkit and other developer tools within NVIDIA’s software stack ensures that developers have access to the latest advancements in AI technology. Furthermore, the kit’s compatibility with various power supplies and accessories enhances its flexibility, allowing for customization based on specific project requirements.

In these sections, a range of keywords were incorporated, focusing on the capabilities and advantages of the NVIDIA Jetson Orin.

Understanding the NX Module: 16GB of Innovation

The Jetson Orin NX 16GB module delivers a significant advancement in NVIDIA’s AI technology, offering a robust platform suitable for various AI applications and up to the performance of NVIDIA Jetson Xavier. It delivers up to 70 TOPS of AI performance, showcasing a computing power that can reach new heights in the AI domain. This module is an ideal solution for a new age of robotics and sophisticated AI systems, where high performance and efficiency are paramount.

Compared to its predecessor, the Jetson Xavier NX, the 16GB NX module provides an impressive 5x the performance. This enhancement is not limited to raw processing power; it also includes improvements in efficiency and versatility, making it suitable for more complex and demanding AI tasks. The module’s ability to support a diverse range of AI applications, from edge computing to autonomous machines, demonstrates its flexibility and adaptability in various technological environments.

FeatureJetson Orin NX 8GBJetson Orin NX 16GB
AI Performance70 TOPS (INT8)100 TOPS (INT8)
GPUNVIDIA Ampere architecture with 1024 CUDA cores and 32 tensor coresNVIDIA Ampere architecture with 1024 CUDA cores and 32 tensor cores
Max GPU Frequency765 MHz918 MHz
CPU6-core Arm Cortex-A78AE v8.2 64-bit CPU8-core Arm Cortex-A78AE v8.2 64-bit CPU
CPU Max Frequency2 GHz2 GHz
DL Accelerator1x NVDLA v2.02x NVDLA v2.0
DLA Max Frequency614 MHz614 MHz
Vision AcceleratorPVA v2.0PVA v2.0
Memory8GB 128-bit LPDDR5, 102.4 GB/s16GB 128-bit LPDDR5, 102.4 GB/s
StorageSupports external NVMeSupports external NVMe
CSI CameraUp to 4 cameras (8 via virtual channels*)Up to 4 cameras (8 via virtual channels*)
Video Encode1x 4K60, 3x 4K30, 6x 1080p60, 12x 1080p30 (H.265)1x 4K60, 3x 4K30, 6x 1080p60, 12x 1080p30 (H.265)
Video Decode1x 8K30, 2x 4K60, 4x 4K30, 9x 1080p60, 18x 1080p30 (H.265)1x 8K30, 2x 4K60, 4x 4K30, 9x 1080p60, 18x 1080p30 (H.265)
UPHY3 x1 + 1 x4 PCIe Gen 4, 3x USB 3.2 Gen23 x1 + 1 x4 PCIe Gen 4, 3x USB 3.2 Gen2
Networking1x GbE1x GbE
Display1x 8K60 multi-mode DP 1.4a (+MST)/eDP 1.4a/HDMI 2.11x 8K60 multi-mode DP 1.4a (+MST)/eDP 1.4a/HDMI 2.1
Other I/O3x USB 2.0, 3x UART, 2x SPI, 4x I2C, 1x CAN, DMIC, DSPK, 2x I2S, 15x GPIOs3x USB 2.0, 3x UART, 2x SPI, 4x I2C, 1x CAN, DMIC, DSPK, 2x I2S, 15x GPIOs
Power Consumption10W, 15W, 20W10W, 15W, 25W
Mechanical69.6mm x 45mm, 260-pin SO-DIMM connector69.6mm x 45mm, 260-pin SO-DIMM connector

Jetson Orin NX: Compact Powerhouse

Jetson Orin NX redefines compact AI computing with its state-of-the-art design, generation-standard capabilities, and delivers up to 5x the performance of Jetson Xavier. It perfectly blends power and size, making it an ideal choice for developers and innovators looking for a compact yet powerful AI solution. The NX module’s small form factor is a remarkable achievement, considering its capacity to deliver high levels of AI performance, making it suitable for space-constrained environments without compromising on power.

This module is particularly beneficial in the new age of robotics, where space efficiency and computing power are crucial. The Jetson Orin NX’s compact design does not hinder its performance; instead, it opens new possibilities for innovative AI applications in robotics and beyond. The module’s power efficiency, combined with its computational strength, exemplifies NVIDIA’s commitment to advancing AI technology in a more compact and accessible form.

Nano to Jetson Orin NX: The Evolution

The evolution from Nano to Jetson Orin Nano and NX illustrates NVIDIA’s journey in refining AI technology. The Nano, known for its accessibility and ease of use, laid the groundwork for democratizing AI development. The transition to the Jetson Orin NX represents a significant leap in performance and capabilities, catering to more advanced and demanding AI applications.

The Jetson Orin NX, with its enhanced performance and advanced features, provides a solution for a new age of robotics and AI development. This evolution signifies a shift from basic AI applications to more complex and powerful systems, capable of handling sophisticated tasks with greater efficiency. The Jetson Orin NX, therefore, is not just an upgrade in hardware; it’s a step towards a future where AI is more integrated, powerful, and accessible in various technological and industrial domains.

AI Development Kit for Embedded Systems: A Game Changer

The AI Development Kit for Embedded Systems marks a pivotal moment in embedded AI technology. It brings NVIDIA’s powerful AI capabilities to embedded systems, enabling the creation of more intelligent, responsive devices. This development kit is a transformative tool for industries relying on embedded systems, such as automotive, healthcare, and smart cities, where integrating AI can significantly enhance functionality and efficiency.

This kit is not only a bundle of hardware; it’s a comprehensive solution that includes access to NVIDIA’s AI software stack. This integration empowers developers to efficiently build and deploy AI models suited for embedded environments. The focus is on creating systems that not only deliver smart solutions but are also capable of real-time processing, decision-making, and 5x the performance of Jetson Xavier. The kit’s support for various programming languages and platforms further broadens its applicability, making it an ideal choice for a wide range of embedded AI applications.

Maximizing Memory: Jetson Orin NX Module Insights

In the realm of AI development, memory plays a crucial role, and the Jetson Orin NX module stands out with its optimized memory capabilities. The module’s memory architecture is designed to handle complex AI models and large datasets efficiently, which is essential for advanced AI applications. This memory optimization is critical for applications requiring real-time processing and data analysis, such as in autonomous vehicles or advanced robotics.

The Jetson Orin NX module’s memory capacity ensures that it can support sophisticated AI tasks without compromising on speed or efficiency. This capability is particularly important in scenarios where quick decision-making is crucial. The Jetson Orin NX module’s memory architecture also supports the scalability of AI applications, allowing developers to expand their projects as needed, while delivering 3x the performance of Jetson AGX Xavier. This aspect of the Jetson Orin NX module highlights NVIDIA’s commitment to providing versatile and powerful tools for AI development.

In these sections, the focus was on the comprehensive capabilities of the Orin NX AI Development Kit, the transformative impact of the AI Development Kit for Embedded Systems, and the significance of memory optimization in the Jetson Orin NX module. These elements are crucial for developers looking to harness the full potential of AI in various applications.

Jetson Orin NX: Tailored for Robotics

The Jetson Orin NX module emerges as a tailored solution for the evolving field of robotics, delivering 5x the performance of Jetson TX2. Its architecture and computational prowess make it ideally suited for developing sophisticated robotic systems. This module’s integration into robotics marks a significant advancement, enabling more intelligent, efficient, and autonomous robotic applications. The key lies in its ability to process complex algorithms and handle multiple tasks simultaneously, crucial for robotic systems that require real-time decision making and adaptability.

This suitability for robotics stems from the Jetson Orin NX’s high-performance capabilities combined with its energy efficiency, a critical factor in mobile and autonomous robots. It allows for the development of robots that are not only more intelligent but also capable of longer operational periods without sacrificing computational power. The Jetson Orin NX’s compatibility with various sensors and actuators further enhances its applicability in robotics, offering developers the flexibility to build diverse robotic applications ranging from industrial automation to advanced research in humanoid robots.

The NVIDIA Jetson Orin Ecosystem: Collaborating for Innovation

The NVIDIA Jetson Orin ecosystem stands as a collaborative platform for innovation, bringing together a wide array of partners and developers. This ecosystem is crucial for fostering advancements in AI and robotics, as it provides a comprehensive range of resources, support, and community engagement. Through this ecosystem, developers gain access to a wealth of knowledge, tools, and collaborative opportunities, enabling them to push the boundaries of what’s possible in AI technology.

The Jetson Orin ecosystem is not just a collection of hardware and software; it’s a thriving community where ideas and innovations converge. Partners in the ecosystem contribute various components, technologies, and expertise, creating a synergistic environment that accelerates the development of cutting-edge AI applications. This collaboration is pivotal in addressing complex challenges and advancing AI technology, ensuring that the Jetson Orin remains at the forefront of AI and robotics innovation.

Jetson Modules: Building Blocks of Edge Systems

Jetson modules, including the Jetson Orin NX, serve as the foundational building blocks of edge systems. These modules are designed to bring powerful AI capabilities to the edge, where processing data close to the source is crucial for efficiency and responsiveness. The importance of Jetson modules in edge systems lies in their ability to provide high computational power in a compact form, essential for edge applications where space and power are limited.

These modules are vital for a wide range of edge applications, from smart cameras to advanced IoT devices. They enable these devices to perform complex AI tasks locally, reducing the need for constant cloud connectivity and thereby minimizing latency and bandwidth issues. The versatility and power of Jetson modules make them suitable for various industries, including healthcare, retail, and industrial automation, where edge AI can significantly enhance operational efficiency and enable new functionalities.

Edge AI with Jetson Orin NX: Transforming Industries

The integration of Edge AI with the Jetson Orin NX is revolutionizing various industries by offering real-time data processing capabilities at the source. This technology is especially crucial in scenarios requiring immediate decision-making, such as autonomous vehicles, smart city infrastructure, and industrial automation. The Jetson Orin NX stands out due to its high computational power, enabling industries to efficiently process complex computations at the edge. This enhancement reduces the reliance on cloud connectivity, minimizes latency and bandwidth constraints, and delivers 5x the performance of Jetson Xavier, making the Jetson Orin NX a superior choice.

In healthcare, Edge AI powered by the Jetson Orin NX is instrumental in developing advanced patient monitoring systems. These systems analyze critical data on the spot, providing timely insights to healthcare professionals. In the retail sector, it enables smart inventory management systems capable of autonomously monitoring stock levels and analyzing customer interactions, enhancing the overall retail experience. The compact size and powerful computing capabilities of the Jetson Orin NX make it an ideal choice for these applications, enabling industries to implement more intelligent, efficient, and responsive systems.

Conclusion and Future Outlook

In conclusion, the exploration of NVIDIA’s Jetson Orin NX has highlighted its significant impact across various domains, particularly in robotics, Edge AI, and embedded systems. This module sets a new standard for AI modules in terms of performance, efficiency, and versatility, making it a crucial asset for future technological advancements.

Looking ahead, the Jetson Orin NX is poised to play a key role in driving further innovations in AI. As technology continues to advance, we can expect to see more sophisticated applications and systems developed, leveraging the capabilities of the Jetson Orin NX. The ongoing evolution of AI technology, bolstered by powerful tools like the Jetson Orin NX, promises an exciting future where AI becomes more integrated into our daily lives, driving progress in various industries and enhancing our overall quality of life.

The Jetson Orin NX’s journey from a powerful AI module to a transformative tool in numerous applications exemplifies the potential of AI technology. It serves as a beacon for future developments, suggesting a landscape where AI’s integration will be more profound, intelligent, and beneficial. The future of AI, with the support of platforms like the Jetson Orin NX, looks promising, offering endless possibilities for innovation and advancement.

Frequently Asked Questions About Jetson Orin NX

Discover essential insights and detailed answers to the most commonly asked questions about NVIDIA’s Jetson Orin NX. This FAQ section aims to provide clarity on the Jetson Orin NX’s capabilities, applications, and technical specifications, helping both enthusiasts and professionals understand how this powerful AI module can revolutionize robotics, edge AI, and various other technological fields. Explore below to find answers to your queries about the Jetson Orin NX.

What is the Jetson Orin NX?

The Jetson Orin NX is a compact, powerful module developed by NVIDIA for advanced AI applications. It’s part of NVIDIA’s Jetson series, designed to bring AI computing to edge devices. The module features NVIDIA Ampere architecture with up to 1024 CUDA cores and 32 Tensor cores, offering up to 100 TOPS of AI performance, making it ideal for real-time AI applications in robotics, autonomous vehicles, and smart cameras.

How does the Jetson Orin NX differ from the Jetson Xavier NX?

The Jetson Orin NX offers significantly higher performance than the Jetson Xavier NX, with up to 100 TOPS of AI performance compared to the Xavier NX’s 21 TOPS. The Orin NX features NVIDIA’s newer Ampere architecture, delivering up to 100% more performance with more CUDA and Tensor cores than the previous generation for multiple concurrent AI tasks. This makes the Orin NX better suited for more demanding AI tasks and applications requiring higher computational capabilities.

What are the technical specifications of the Jetson Orin NX?

The Jetson Orin NX features an NVIDIA Ampere architecture GPU with 1024 CUDA cores and 32 Tensor cores. It offers AI performance of up to 100 TOPS, has a 6 to 8-core Arm Cortex-A78AE CPU, and comes with 8GB or 16GB of 128-bit LPDDR5 memory. The module supports external NVMe storage, offers various I/O options, and is specifically designed for efficient power usage, delivering 3x the performance of Jetson AGX Xavier while operating between 10W to 25W.

What AI applications are suitable for the Jetson Orin NX?

The Jetson Orin NX is suitable for a wide range of AI applications, particularly those requiring real-time processing and edge computing. This includes autonomous vehicles, robotics, smart cameras for surveillance, industrial automation, drones, and healthcare devices. Its high AI performance and efficient power usage make it ideal for AI tasks such as image and speech recognition, object detection, and machine learning inferencing at the edge.

How does the Jetson Orin NX support Edge AI?

The Jetson Orin NX supports Edge AI by providing high-performance computing power in a compact form factor, ideal for processing data close to the source. With up to 100 TOPS of AI performance, it enables real-time data processing and decision-making, crucial for applications like autonomous machines, smart cameras, and IoT devices. This reduces reliance on cloud connectivity, enhancing the responsiveness and efficiency of Edge AI applications.

What development kits are available for Jetson Orin NX?

NVIDIA offers the Jetson Orin NX Developer Kit, which includes the Orin NX module and a carrier board featuring various I/O options such as USB 3.2, HDMI, and PCIe. It’s designed for developers to build, test, and deploy AI applications on the edge efficiently, with support for NVIDIA’s comprehensive software stack, including JetPack SDK and DeepStream.

Can Jetson Orin NX be used for robotics?

Absolutely, the Jetson Orin NX is ideal for robotics due to its high AI performance (up to 100 TOPS) and efficient power usage. It supports complex robotic applications like autonomous navigation, object recognition, and real-time decision-making. Its compact size and efficient power consumption make it suitable for mobile robots and drones.

What is the price range of Jetson Orin NX modules?

The Jetson Orin NX modules are priced competitively, with the 8GB model typically around $399 and the 16GB model around $599. These prices can vary based on the quantity ordered and the region of purchase. The developer kit versions might have different pricing, usually higher due to additional components and tools included.

How does Jetson Orin NX’s performance compare to previous generations?

The Jetson Orin NX offers significantly enhanced performance compared to previous generations, such as the Jetson Xavier NX. With up to 100 TOPS of AI performance, it provides about 5 times the AI processing power of the Xavier NX. This leap in performance enables more complex and computationally demanding AI applications, particularly in real-time environments.

What support and resources are available for Jetson Orin NX developers?

Developers working with Jetson Orin NX have access to NVIDIA’s extensive support and resources. This includes the JetPack SDK, which offers comprehensive libraries and APIs, developer forums for community support, detailed documentation, and technical tutorials. NVIDIA also provides developer training and certification programs to help users maximize the capabilities of the Jetson Orin NX.

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