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reComputer J4012-Edge AI Device with Jetson Orin™ NX 16GB module, 4xUSB 3.2, M.2 Key E & Key M Slot, Aluminum case, Pre-installed JetPack System on 128GB NVMe SSD

reComputer J4012 is a hand-size edge AI box built with Jetson Orin™ NX 16GB module which delivers up to 100 TOPS AI performance and has a rich set of IOs including USB 3.2 ports(4x), HDMI 2.1, M.2 key E for WIFI, M.2 Key M for SSD, RTC, CAN, Raspberry Pi GPIO 40-pin and more. It is also equipped with an aluminum case, a cooling fan with a heatsink, and a pre-installed JetPack System. As part of the NVIDIA Jetson ecosystem, reComputer J4012 is ready for your next AI application development and deployment.

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PRODUCT DETAILS

reComputer J4012 is a powerful and compact intelligent edge box to bring up to 100 TOPS modern AI performance to the edge, which offers up to 5X the performance of Jetson Xavier NX and up to 3X the performance of Jetson AGX Xavier. Combining the NVIDIA Ampere™ GPU architecture with 64-bit operating capability, Orin NX integrates advanced multi-function video and image processing, and NVIDIA Deep Learning Accelerators.

The full system includes one Jetson Orin™ NX production module, a heatsink, and a power adapter. reComputer J4012 is preinstalled with JetPack 5.1 on the included 128GB NVMe SSD, simplifies development, and fits for deployment for edge AI solution providers working in video analytics, object detection, natural language processing, medical imaging, and robotics across industries of smart cities, security, industrial automation, smart factories.

Features

  • Brilliant AI Performance for production: on-device processing with up to 100 TOPS AI performance with low power and low latency
  • Hand-size edge AI device: compact size at 130mm x120mm x 58.5mm, includes Jetson Orin™ NX production module, a cooling fan with a heatsink, enclosure, and a power adapter. Support desktop, wall mount, fit in anywhere
  • Expandable with rich I/Os: 4x USB 3.2, HDMI 2.1, 2xCSI, 1xRJ45 for GbE, M.2 Key E, M.2 Key M, CAN, and GPIO.
  • Accelerate solution to market: pre-installed JetPack 5.1 on the included 128GB NVMe SSD, Linux OS BSP, 128GB SSD, support Jetson software and leading AI frameworks and software platforms
  • Comprehensive certificates: FCC, CE, RoHS, UKCA

Description

reComputer series for Jetson are compact edge computers built with NVIDIA advanced AI embedded systems: J10 (Nano 4GB) and J20 (Jetson Xavier NX 8GB and Jetson Xavier 16GB). Now we introduce the reComputer J4012 which is powered by Jetson Orin™ NX 16GB module and reComputer J401 carrier board.

With rich extension modules, industrial peripherals, and thermal management, reComputer for Jetson is ready to help you accelerate and scale the next-gen AI product by deploying popular DNN models and ML frameworks to the edge and inferencing with high performance, for tasks like real-time classification and object detection, pose estimation, semantic segmentation, and natural language processing (NLP).

At Seeed Studio, you will find everything you want to work with the NVIDIA Jetson Platform – official NVIDIA Jetson Dev Kits, Seeed-designed carrier boards, edge devices, as well as accessories.

We have prepared abundant guides to get started with NVIDIA Jetson using leading AI frameworks and software. For example, with Deepstream and TensorRT, developers can deploy custom YOLOv5 models on Jetson Orin at over 100FPS

Welcome to check out our free Edge AI partner program. We are looking forward to leveraging local and global resources to accelerate next-gen AI products together with you.

Developers Tools

Pre-installed Jetpack for fast development and edge AI integration

Jetson software stack begins with NVIDIA JetPack™ SDK which provides a full development environment and includes CUDA-X accelerated libraries and other NVIDIA technologies to kickstart your development. JetPack includes the Jetson Linux Driver package which provides the Linux kernel, bootloader, NVIDIA drivers, flashing utilities, sample filesystem, and toolchains for the Jetson platform. It also includes security features, over-the-air update capabilities, and much more.

Computer Vision and embedded machine learning

  • NVIDIA DeepStream SDK delivers a complete streaming analytics toolkit for AI-based multi-sensor processing and video and image understanding on Jetson.
  • NVIDIA TAO tool kit, built on TensorFlow and PyTorch, is a low-code version of the NVIDIA TAO framework that accelerates the model training
  • alwaysAI: build, train, and deploy computer vision applications directly at the edge of reComputer. Get free access to 100+ pre-trained Computer Vision Models and train custom AI models in the cloud in a few clicks via enterprise subscription. Check out our wiki guide to get started with alwaysAI.
  • Edge Impulse: the easiest embedded machine learning pipeline for deploying audio, classification, and object detection applications at the edge with zero dependencies on the cloud.
  • Roboflow provides tools to convert raw images into a custom-trained computer vision model of object detection and classification and deploy the model for use in applications. See the full documentation for deploying to NVIDIA Jetson with Roboflow.
  • YOLOv5 by Ultralytics: use transfer learning to realize few-shot object detection with YOLOv5 which needs only a very few training samples. See our step-by-step wiki tutorials
  • Deci: optimize your models on NVIDIA Jetson Nano. Check the webinar at Deci of Automatically Benchmark and Optimize Runtime Performance on NVIDIA Jetson Nano and Xavier NX Devices

Speech AI

  • NVIDIA® Riva is a GPU-accelerated SDK for building Speech AI applications that are customized for your use case and deliver real-time performance.

Remote Fleet Management

Enable secure OTA and remote device management with Allxon. Unlock 90 days free trial with code H4U-NMW-CPK.

Robot and ROS Development

  • NVIDIA Isaac ROS GEMs are hardware-accelerated packages that make it easier for ROS developers to build high-performance solutions on NVIDIA hardware. Learn more about NVIDIA Developer Tools
  • Cogniteam Nimbus is a cloud-based solution that allows developers to manage autonomous robots more effectively. Nimbus platform supports NVIDIA® Jetson™ and ISAAC SDK and GEMs out-of-the-box. Check out our webinar on connecting your ROS Project to the Cloud with Nimbus.

Comparison among reComputer J40 and J20 series boards

Specifications

reComputer J4011

reComputer J4012

reComputer J2021

reComputer J2022

Module

Jetson Orin NX 8GB

Jetson Orin NX 16GB

Jetson Xavier NX 8GB

Jetson Xavier NX 16GB

AI Performance

70 TOPS

100 TOPS

21 TOPS

GPU

1024-core NVIDIA Ampere architecture GPU with 32 Tensor Cores

384-core NVIDIA Volta™ GPU

GPU Max Frequency

765 MHz

918 MHz

1100MHz

CPU

6-core Arm® Cortex®-A78AE v8.2 64-bit CPU 1.5MB L2 + 4MB L3

8-core Arm® Cortex®-A78AE v8.2 64-bit CPU 2MB L2 + 4MB L3

6-core NVIDIA Carmel ARM®v8.2 64-bit CPU 6 MB L2 + 4 MB L3

CPU Max Frequency

2 GHz

1900MHz

Memory

8GB 128-bit LPDDR5 102.4GB/s

16GB 128-bit LPDDR5 102.4GB/s

8 GB 128-bit LPDDR4x @ 59.7GB/s

16 GB 128-bit LPDDR4x 59.7GB/s

DL Accelerator

1x NVDLA v2

2x NVDLA v2

2x NVDLA

DLA Max Frequency

614 MHz

1100 MHz

Vision Accelerator

1x PVA v2

1x PVA

Storage

128GB NVMe SSD

16 GB eMMC 5.1

Video Encoder

1x 4K60 (H.265) | 3x 4K30 (H.265)

6x 1080p60 (H.265) | 12x 1080p30 (H.265)

2x 4K60 | 4x 4K30 | 10x 1080p60 | 22x 1080p30 (H.265)

2x 4K60 | 4x 4K30 | 10x 1080p60 | 20x 108p30 (H.264)

Video Decoder

1x 8K30 (H.265) | 2x 4K60 (H.265) | 4x 4K30 (H.265)

9x 1080p60 (H.265) | 18x 1080p30 (H.265)

2x 8K30 | 6x 4K60 | 12x 4K30 | 22x 1080p60 | 44x 1080p30 (H.265)

2x 4K60 | 6x 4K30 | 10x 1080p60 | 22x 1080p30 (H.264)

Display

1* HDMI 2.1

1*HDMI Type A; 1*DP

CSI Camera

2* CSI (2-lane 15pin)

Networking

1* Gigabit Ethernet (10/100/1000M)

USB

4* USB 3.2 Type-A (10Gbps); 1* USB2.0 Type-C (Device Mode)

4* USB 3.1 Type A Connector;1* USB Type-C (Device mode)

M.2 Key M

1* M.2 Key M

M.2 Key E

1* M.2 Key E

Fan

1* 4 pin Fan Connector(5V PWM)

CAN

1* CAN

Multifunctional Port

1* 40-Pin Expansion header,1* 12-Pin Control and UART header

RTC

RTC 2-pin, RTC socket (supports CR1220 but not included)

Power

9-19V

9-12V

Power Supply

DC 12V/5A(Barrel Jack 5.5/2.1mm)

Temperature

-10℃~60℃

Mechanical

130mm x120mm x 58.5mm

130mm x120mm x 50mm

For a more comprehensive overview of the Jetson-powered devices, services that we offer and applications together with other partners, please visit our NVIDIA Jetson Series Catalog

Hardware Overview

Interface-rich reference carrier board

Seeed carrier board for reComputer J4012 is a high-performance, interface-rich board, providing HDMI 2.1, Gigabit Ethernet, USB 3.2, M.2 key E, M.2 key M, CSI camera, CAN, GPIO, I2C, I2S, fan, and other rich peripheral interfaces.

Take advantage of the small form factor, sensor-rich interfaces, and big performance to bring new capabilities to all your embedded AI and edge systems.

Desktop, Wall Mount, Expandable, or fit in anywhere

The back screw holes allow you to hang the product as you need. We also provide other editions case like blue, silver, and silver metal, whose stackable structure allows you to stack more middle layers to create rooms very easily.

Applications

reComputer J40 series, powered by Orin NX, is ideal for building autonomous applications and complex AI tasks of image recognition, object detection, pose estimation, semantic segmentation, video processing, and many more. The following are few of the applications that have been tested with Xavier NX and you can take them for reference in order to build applications using Orin NX as well.

Find in the Jetson Community Resources page tools and tutorials the community has created to power your development experience, and check out the Community Projects page to inspire your next project!

Note

If you want to use SSDs with reComputer, we only recommend you choose 128GB, 256GB, 512GB versions from Seeed, because some of the SSDs in the market will work with this product under a particular JetPack version and some will not work with a different JetPack version. Even the official NVIDIA dev kits have the same behavior with SSDs

Part List

Jetson Orin™ NX 16GB

x1

Seeed carrier board (reComputer J401) x1

x1

128GB NVMe SSD x 1

x1

Aluminum heatsink with fan x1

x1

Aluminum case (black) x1

x1

12V/5A power adapter x1

x1

ECCN/HTS

HSCODE 8471419000
USHSCODE 8471490000
UPC
EUHSCODE 8471707000
COO CHINA

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