Author: Fyodor Serzhenko
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Imaging applications benefit from the latest NVIDIA mobile GPUs: Jetson TX2 and AGX Xavier. Nevertheless, general benchmarks can't answer the question about performance speedup for the latest NVIDIA Jetson hardware. Anyway, this is very practical issue for many imaging applications, including aerial imaging, UAV, robotics, self-driving cars, etc. To provide you with real numbers, we've done comparative studies with Fastvideo SDK, which has lots of image processing modules on GPU for camera applications. And this SDK is compatible with full line of Jetson hardwdare.
Jetson AGX Xavier is the most powerful system in comparison with previous Jetson modules. It delivers the capability of a desktop GPU workstation in an embedded module under 30W. It has NVIDIA Volta GPU with Tensor Cores, two NVDLA engines and an 8-core 64-bit ARM CPU.
Jetson TX2 is a fast, power-efficient AI computing device, built around an NVIDIA Pascal GPU and loaded with 8 GB of memory with 58.4 GB/s memory bandwidth.
Jetson TX2i is a hardware module for industrial environments. The rugged design, small form factor and power envelope make the Jetson TX2i module ideal for high performance devices such as robots, machine vision and industrial cameras, portable medical equipment, etc.
Jetson TX2 4GB will allow developers to run neural networks with double the compute performance or double the power efficiency of Jetson TX1 at the same price.
We've done time measurements for most frequently used image processing algorithms on GPU like demosaic, resize, denoise, jpeg encoder and decoder, jpeg2000 codec, etc. This is just a small part of Fastvideo SDK modules, though they could be valuable to understand the performance acceleration with Jetson AGX Xavier vs TX2.
We've utilized the same images and the same parameters for testing. Performance boost at AGX Xavier is very important issue, because in many cases of camera applications we could switch from offline to realtime mode of operation. This is also viable for multiple camera systems both on Jetson TX2 and on AGX Xavier.
We can see that performance speedup is in the range of 1.7 - 3 for imaging applications on Jetson Xavier in comparison with TX2. This is impressive boost for practitioners. Quite often the results of raw image processing go further as the input for AI or DL applications, which have also been significantly accelerated by new Volta hardware cores on Jetson AGX Xavier. According to NVIDIA's measurements for AI applications, Jetson AGX Xavier has 20x performance acceleration in comparison with Jetson TX2.
If you are interested to get detailed benchmarks for image processing on NVIDIA Jetson TX2 and AGX Xavier, or you would be interested to get Fastvideo SDK for evaluation, please fill Contact Form below and send us your letter.
NVIDIA Jetson delivers high performance whilst maintaining power-efficiency. It is compatible with the same AI software and cloud-native workflows used across other NVIDIA platforms. It enables the automation of business processes and providing the ability to gain vision through data analysis, making this product the ideal platform for compute-intensive & Edge AI projects.
The NVIDIA Jetson is a complete System on Module (SOM). These modules are available in various combinations of performance, power-efficiency and form factors. The Jetson family has a solution that can meet your needs, from Autonomous Mobile Robots (AMRs) and AI-powered Network Video Recorders (NVRs) to Automated Optical Inspection (AOI).
The NVIDIA Jetson Nano is a compact yet high-performance computer designed for embedded applications and AI IoT. It harnesses the cutting-edge capabilities of modern AI, enabling you to delve into the world of advanced artificial intelligence. Seamlessly initiate your journey with the all-inclusive JetPack SDK, equipped with accelerated libraries specifically tailored for deep learning, computer vision, graphics, multimedia, and beyond. Experience the power and versatility required to effortlessly handle contemporary AI workloads, providing a swift and straightforward means to incorporate advanced AI functionalities into your upcoming product.
Jetson TX1, the pioneering supercomputer module that set the stage for cutting-edge visual computing applications. With its exceptional performance and remarkable power efficiency, it meets the demands of the most advanced computational tasks. Powered by the revolutionary NVIDIA Maxwell architecture, featuring 256 CUDA cores, it achieves over 1 TeraFLOP of computing performance. The inclusion of 64-bit CPUs, along with its impressive 4K video encoding and decoding capabilities, further enhances its versatility. Additionally, the camera interface, capable of handling a staggering 1400 MPix/s, solidifies its position as the ultimate system for embedded deep learning, computer vision, graphics, and GPU computing.
The Jetson TX2 is a compact supercomputer module with a power consumption of just 7.5 watts, designed to deliver advanced AI computing capabilities at the edge. Its foundation lies in the NVIDIA Pascal-family GPU, complemented by 8 GB of memory and an impressive memory bandwidth of 59.7 GB/s. This powerful combination enables seamless execution of complex AI tasks. Moreover, the module is equipped with a diverse range of standard hardware interfaces, allowing for effortless integration into a wide variety of products and form factors. Experience unmatched compatibility and adaptability with the Jetson TX2 module as you unlock the true potential of AI computing at the edge.
Unleash cutting-edge AI capabilities at the edge using the NVIDIA Jetson TX2 4GB. This embedded computer empowers you to execute neural networks with double the compute performance or double the power efficiency compared to the Jetson TX1, all while maintaining the same affordable price. Being an integral part of the world’s foremost AI computing platform, the Jetson TX2 4GB seamlessly integrates with NVIDIA’s extensive suite of AI tools and workflows. These resources enable developers to swiftly train and deploy neural networks, unlocking new levels of efficiency and productivity in AI development.
The NVIDIA Jetson TX2i module excels in high-performance edge computing devices, including industrial robots, machine vision cameras, and portable medical equipment, thanks to its rugged design, compact form factor, and optimized power consumption. Its robust construction ensures durability and resilience in demanding environments, while its small size enables seamless integration into space-constrained systems. The module’s reduced power envelope further enhances its suitability for power-sensitive applications, providing an ideal solution for efficient and powerful edge computing needs.
The NVIDIA Jetson TX2 NX represents a significant advancement in AI performance specifically designed for entry-level embedded and edge products. With up to 2.5 times the processing power of its predecessor, the Jetson Nano, it sets a new standard for delivering exceptional computational capabilities. Additionally, it shares the same form-factor and pin compatibility as the Jetson Nano and Jetson Xavier NX, allowing for seamless integration and flexibility across the Jetson family of devices.
The revolutionary Jetson AGX Xavier module, unlocking the potential of AI-driven autonomous machines. Operating at a mere 10 W power consumption, it harnesses the power of up to 32 TOPs, paving the way for unparalleled performance. As an integral component of the world’s foremost AI computing platform, it leverages NVIDIA’s comprehensive suite of AI tools and workflows, enabling developers to rapidly train and deploy neural networks. Additionally, the module is fully supported by the NVIDIA JetPack SDK, offering significant cost and effort savings by streamlining the development process. Embrace the future of AI-powered technology with the Jetson AGX Xavier module, where possibilities are limitless.
Experience the remarkable capabilities of Jetson Xavier NX, which offers an impressive performance of up to 21 TOPS to effortlessly handle contemporary AI workloads. Despite its incredible processing power, it maintains an energy-efficient profile, consuming as little as 10 watts of power. Moreover, its compact form factor, smaller than a credit card, makes it an ideal choice for space-constrained environments. By enabling simultaneous execution of modern neural networks and processing data from multiple high-resolution sensors, it revolutionizes embedded and edge computing devices. These advancements cater to the growing demands for increased performance in applications where size, weight, and power budgets are critical factors.
Experience the exceptional power of the NVIDIA Jetson Orin Nano series modules, offering an impressive AI performance of up to 40 TOPS. These modules are ingeniously designed to fit into the smallest Jetson form-factor while providing flexibility with power options ranging from 5W to 15W. With up to 80 times the performance of the NVIDIA Jetson Nano, they establish a ground-breaking new standard for entry-level Edge AI. Embrace the next generation of AI capabilities and unlock the potential of edge computing with the Jetson Orin Nano series modules.
Embark on a remarkable journey with the world’s most potent AI computer designed for autonomous, power-efficient machines, all within the compact Jetson form factor. This extraordinary device offers up to 5 times the performance and double the CUDA cores compared to the NVIDIA Jetson Xavier NX, along with high-speed interface support for multiple sensors. With an impressive capacity of up to 100 TOPS for running multiple concurrent AI inference pipelines, the Jetson Orin NX delivers exceptional performance encapsulated in an astonishingly compact package.
Witness the fusion of power and compactness as you explore the limitless possibilities enabled by the Jetson Orin.
Unleash the potential of your next-generation products using the world’s most robust AI computer, specifically designed for energy-efficient and autonomous machines. With an exceptional 6 times performance boost compared to the previous generation, this powerhouse enables seamless execution of multiple concurrent AI inference pipelines with an impressive capacity of 200 TOPS. Furthermore, its high-speed interface support for multiple sensors makes it the perfect solution for a wide range of applications, spanning from manufacturing and logistics to retail and healthcare. Ignite innovation and revolutionize your industry with the unmatched capabilities of this cutting-edge AI computer.
Our custom carrier PCB design services are completed by our in-house CAD team based in Southampton, Hampshire – ensuring the quality of design you’d expect from a British PCB designer.
Regardless if your choice of COM/SOM module is X86 or ARM based – or even if your design stems from a developer platform such as Raspberry Pi, Jetson, Beagle Bones, Arduino …etc, if your long-term vision lies in a COM/SOM module and custom carrier PCB design for the product you want to bring to market, BVM will ensure your carrier PCB design meets your needs.
Find Out More >The NVIDIA Jetson developer kits are small, power-efficient AI computers, ideal for hands-on learning. These kits are used by professionals to create and test their software on the Jetson platform. Each developer kit includes a non-production specification Jetson module attached to a reference carrier board with standard hardware interfaces for flexible development and rapid prototyping.
Discover the NVIDIA Jetson Nano Developer Kit, a compact yet robust computer that empowers you to simultaneously execute multiple neural networks for a wide range of applications including image classification, object detection, segmentation, and speech processing. Its user-friendly platform operates efficiently, consuming as little as 5 watts of power. Now, the immense power of modern AI is accessible to makers, learners, and embedded developers alike, providing limitless opportunities for exploration, innovation, and development. Unleash your creativity and embrace the world of AI with the NVIDIA Jetson Nano Developer Kit.
Unlock the potential of AI and robotics with the NVIDIA Jetson Nano 2GB Developer Kit, a compact and powerful solution accessible to all. Designed with an affordable price point, it enables hands-on learning experiences for beginners venturing into the realms of AI and robotics. Dive into a world of practical projects with ease, supported by an active developer community and a wealth of open-source resources ready for you to explore. Furthermore, NVIDIA provides comprehensive tutorials for free, empowering you to witness your creations perceive and interact with the surrounding world in real-time. Embrace the journey of learning through practical implementation with the NVIDIA Jetson Nano 2GB Developer Kit.
Experience ground-breaking supercomputer performance at the edge with the NVIDIA Jetson Xavier NX Developer Kit. This comprehensive kit features a Jetson Xavier NX module, enabling the development of cutting-edge multi-modal AI applications with the entire NVIDIA software stack, all while consuming as little as 10 W of power. Embrace the convenience of cloud-native support, simplifying the process of developing and deploying AI software to edge devices.
The developer kit is fully supported by the complete NVIDIA software stack, encompassing accelerated SDKs and the latest tools for application development and optimization. The package includes both the Jetson Xavier NX module and a reference carrier board, empowering you to dive into the world of AI development effortlessly. Additionally, an AC power supply is provided to ensure seamless operation. Unleash the full potential of AI at the edge with the NVIDIA Jetson Xavier NX Developer Kit.
Unleash your creativity and deploy cutting-edge AI robotics applications for a multitude of industries such as manufacturing, delivery, retail, and smart cities with the NVIDIA Jetson AGX Xavier developer kit. Equipped with powerful NVIDIA JetPack and DeepStream SDKs, as well as essential software libraries including CUDA, cuDNN, and TensorRT, this kit provides all the necessary tools to kickstart your AI journey without delay.
Powered by the advanced NVIDIA Xavier processor, this kit offers more than 20 times the performance and 10 times the energy efficiency compared to its predecessor, the NVIDIA Jetson TX2. Embrace the future of AI development and begin your journey today with the Jetson AGX Xavier Developer Kit. Open up a world of possibilities and shape the future with unparalleled performance and efficiency.
Embrace the possibilities of power-efficient and high-performance AI development with the NVIDIA Jetson AGX Orin Developer Kit. This comprehensive kit empowers customers to effortlessly embark on their journey with the Jetson AGX Orin module. With an astonishing AI performance of up to 200 TOPS and configurable power options ranging from 15W to 50W, you now have access to over 6 times the performance of the NVIDIA Jetson AGX Xavier, all within the same compact form factor. Seamlessly develop advanced robots and other autonomous machine products, leveraging the cutting-edge capabilities of the Jetson AGX Orin Developer Kit. Unleash your innovation and redefine what is possible in the world of AI.
NVIDIA Jetson systems are targeted for industrial applications in automation. These areas include aerospace, defence, construction, agriculture, logistics, inventory management, delivery, inspection and healthcare. The application of NVIDIA Jetson have enabled these sectors to include worker and site safety, site access and monitoring and inspection in hazardous and harsh environments, amongst others.
If you want to learn more, please visit our website Raspberry Pi Wide Angle Camera Module.
The Jetson AGX Xavier revolutionizes anomaly and failure predictions at the edge, specifically in the oil and gas industry. With its advanced capabilities, it enables real-time insights derived from continuous monitoring and inspection of pipelines, valves, equipment, and maintenance operations.
Leveraging the power of the AGX Xavier module, safety, predictive maintenance, and compliance applications can be seamlessly implemented. This allows for continuous operation of equipment, even in the harshest environmental conditions. By harnessing the always-on capabilities of the AGX Xavier module, critical tasks such as safety monitoring, proactive maintenance, and ensuring regulatory compliance can be effectively addressed.
The Jetson AGX Xavier is a game-changer, empowering the oil and gas industry to achieve unparalleled efficiency, accuracy, and reliability in anomaly detection and failure prediction. Embrace the power of real-time insights at the edge and unlock the full potential of your operations.
In vehicle manufacturing facilities that produce over 1,000 vehicles per day, the inspection of more than 6 million welding points becomes a critical task. However, with the integration of AI and computer vision powered by the Jetson AGX Xavier module, this process becomes significantly streamlined.
By leveraging the capabilities of the Jetson AGX Xavier, manufacturers can analyze, process, and quantify data directly from weld guns in real-time. This advanced system enables faster and more accurate inspection, leading to reduced inspection time and improved overall quality. Ultimately, these advancements contribute to the delivery of safer cars to consumers, ensuring that each vehicle meets the highest standards of quality and safety.
The combination of AI, computer vision, and the Jetson AGX Xavier module revolutionizes the vehicle manufacturing industry, enhancing efficiency, precision, and productivity in the inspection process. Embrace the power of this advanced technology to drive excellence in your manufacturing operations and deliver exceptional vehicles to consumers.
In the realm of industrial automation and control, modern robots transcend basic task execution. They possess the ability to learn, adapt, and evolve, thanks to advancements in machine learning, computer vision, navigation, and other cutting-edge technologies.
With NVIDIA Jetson XNX systems, the power of deep learning propels this transformative era of intelligent embedded robotics. These systems enable a wide range of industries, including manufacturing, agriculture, security, and home-based healthcare, to leverage the benefits of smart robotics. By harnessing the capabilities of Jetson XNX, robots can acquire new skills, process complex visual data, navigate intricate environments, and accomplish tasks with enhanced efficiency and precision.
The integration of deep learning with the NVIDIA Jetson XNX systems has paved the way for unparalleled advancements in industrial automation and control. Embrace this exciting new frontier of intelligent robotics and unlock the potential for increased productivity, improved safety, and innovative solutions across diverse industries.
DFI’s EC100-XNX PoE Embedded System powered by NVIDIA Jetson Xavier NX. Perfect for Autonomous / Driver-less vehicles, MaaS, Fleet management, Robotics, AI Railway surveillance, Autopilot, track monitoring, and more.
DFI’s EC102-XNX AI Embedded System powered by NVIDIA Jetson Xavier NX. Perfect for Artificial Intelligence / Machine Learning, Robotics, Autonomous / Driver-less vehicles, AI Surveillance, Monitoring and more.
AIE900-XNX – Fanless Edge AI System with NVIDIA Jetson Xavier NX, 1 HDMI, 1 GbE LAN, 4 GbE PoE, 8-CH DI/DO, and 2 COM/CAN for 5G and AMR Applications
AIE900-902-FL – Fanless Edge AI System with NVIDIA Jetson AGX Xavier, 2 HDMI, 2 GbE LAN, 4 GbE PoE, 6 USB, 2 COM or 2 CAN, and 8-CH DI/DO
AIE800-904-FL – Rugged IP67-rated Fanless Edge AI System with NVIDIA Jetson Xavier NX, HDMI, 1 GbE PoE, USB, and 100 to 240 VAC
AIE100-T2NX – Fanless Edge AI System with NVIDIA Jetson TX2 NX, HDMI, GbE LAN, GbE PoE, 2 USB, and Allxon Device Management Solutions
NRU-110V NVIDIA – Fanless Computer Supporting 8x GMSL Automotive Cameras & 10G Ethernet – Support 8x GMSL automotive cameras via FAKRA Z connectors – 1x 10GBASE-T 10G Ethernet port – 1x M.2 2280 M key socket for NVMe SSD
NRU-120S – AI NVR Fanless Computer for Intelligent Video Analytics – 4x IEEE 802.3at Gigabit PoE+ ports with screw-lock – 2x front-accessible 2.5″ HDD/SSD trays – 1x M.2 2280 M key socket for NVMe SSD
NRU-51V+ – Rugged GMSL2 Camera Sensor Hub for Autonomous Vehicles and Teleoperation – Rugged -25°C to 60°C fanless operation – Support 4x GMSL2 automotive cameras – 1x 10GBASE-T 10Gb and 1x 1GBASE-T 1Gb Ethernet port
NRU-52S+ – Rugged Computer with 4x PoE++ Ports for Intelligent Video Analytics – Rugged -25°C to 70°C fanless operation – 4x IEEE 802.3bt PoE++ GbE ports with screw-lock – 2x mini-PCIe sockets for WIFI/GNSS/NVMe/CAN modules
NRU-220S – NVR for Intelligent Video Analytics – 2x 2.5 Gigabit Ethernet + 4x IEEE 802.3at Gigabit PoE+ ports – 2x front-accessible 2.5” HDD trays – 1x M.2 2280 M key socket for NVMe SSD
Neousys PCIe-NX154PoE – 100 TOPS Intelligent Frame Grabber Card with 4x PoE+ ports for IVA or AI Inspection – Powered by NVIDIA Jetson Orin NX bundled with JetPack 5.1
Neousys PCIe-NX156U3 – 100 TOPS Intelligent Frame Grabber Card with 6x USB 3.2 ports for AI Inspection – Powered by NVIDIA Jetson Orin NX bundled with JetPack 5.1
Neousys PCIe-GL26 – AI-enabled 6-port GMSL2 Camera Frame Grabber Card – Powered by NVIDIA Jetson Xavie™ NX bundled with JetPack 4.6.1
Frame Grabbers – View Now >Our custom carrier PCB design services are completed by our in-house CAD team based in Southampton, Hampshire – ensuring the quality of design you’d expect from a British PCB designer.
Regardless if your choice of COM/SOM module is X86 or ARM based – or even if your design stems from a developer platform such as Raspberry Pi, Jetson, Beagle Bones, Arduino …etc, if your long-term vision lies in a COM/SOM module and custom carrier PCB design for the product you want to bring to market, BVM will ensure your carrier PCB design meets your needs.
Find Out More >Elevate your AI application development with the all-encompassing NVIDIA JetPack SDK. This comprehensive solution integrates all the essential software components for the Jetson platform, including TensorRT, cuDNN, CUDA Toolkit, VisionWorks, GStreamer, and OpenCV. Built upon the L4T framework with a Linux kernel that guarantees long-term support, JetPack equips your Jetson Developer Kit with the latest OS image, libraries, APIs, samples, and detailed documentation. Moreover, it provides a range of developer tools to streamline your workflow and enhance productivity. Unleash the full potential of your Jetson Developer Kit with the power-packed NVIDIA JetPack SDK, empowering you to create ground-breaking AI applications with ease. See this link for more information.
No. Jetson developer kits are specifically intended for software development and testing purposes in a pre-production environment. It’s important to note that these kits are not intended for production use. However, once the software development phase is complete, Jetson modules are specifically designed and well-suited for deployment in a production environment throughout their operational lifetime. So, while the developer kits serve as a valuable tool during the development phase, the Jetson modules are the ideal choice when it comes to deploying your applications in a real-world production setting.
Jetson developer kitJetson moduleOperating LifetimeNone specified5 or 10 year operating life in a production environmentWarranty1 year warranty for development use only3 year warrantyAvailabilityNo guarantee of availability.Every Jetson product benefits from NVIDIA’s extensive software libraries, including CUDA, cuDNN, and TensorRT, which provide accelerated AI capabilities. When software developed on one Jetson product is transferred to another, additional functionalities, such as DLA engine acceleration, may become accessible, enhancing the performance and efficiency of your applications.
While Jetson modules share many common signals, it is important to note that the connector pin-out and electromechanical footprints can vary across different modules. This variation allows for flexibility and customization to suit specific application requirements. It is recommended to consult the documentation and specifications of each Jetson module to ensure compatibility and seamless integration with your target deployment. See the Jetson module Data Sheets and Product Design Guides for details. In summary:
Jetson AGX Orin series modulesJetson Orin Nano series, Orin NX series modulesJetson AGX Xavier series modulesJetson Nano, TX2 NX, Xavier NX series modulesJetson TX2, TX2 4GB, TX2i modulesJetson AGX Orin series modulesPin and form-factor compatible–Pin and form-factor compatible†––Jetson Orin Nano series, Orin NX series modules–Pin and form-factor compatible–Form-factor compatible††–Jetson AGX Xavier seriesPin and form-factor compatible†–Pin and form-factor compatible––Jetson Nano, TX2 NX, Xavier NX series modules–Form-factor compatible††Pin and form-factor compatible––Jetson TX2, TX2 4GB, TX2i modules––––Pin and form-factor compatible† Jetson AGX Orin and Jetson AGX Xavier pin compatibility is dependent on your UPHY usageWhen designing a carrier board to support more than one of the modules listed as pin compatible, there may be some interface differences to note. See the Interface Comparison and Migration documents for details.
Jetson has multiple interfaces for connecting a camera. That includes USB, Ethernet, and MIPI CSI-2. Jetson ecosystem partners provide camera modules to connect through available Jetson interfaces. These partners supply drivers and support for operation with the Jetpack SDK. See the list of Jetson partner-supported cameras for a broad portfolio of cameras including SerDes-based solutions for longer cable lengths.
With over 30 years of experience, BVM Ltd specializes in providing top-notch design and manufacturing services. Our expertise lies in designing and manufacturing industrial and embedded systems, PCBs and carrier boards, catering to a diverse range of applications and industries.
Whether you require customized carrier boards specifically tailored for Jetson modules or robust industrial PC systems, we have the knowledge and capabilities to meet your unique requirements. Our team of skilled engineers ensures that each design is meticulously crafted to deliver optimal performance, reliability, and compatibility.
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