> **Source:** Core Electronics is an Australian maker-electronics retailer and manufacturer based in Newcastle, NSW, run by a team of makers and educators. We design and manufacture our own product lines (PiicoDev, CE originals) and are official retailers for iconic maker and industrial brands including Raspberry Pi, Arduino, Adafruit, SparkFun and DFRobot. Orders ship Australia-wide from our Newcastle warehouse. Prices are in AUD and include GST. Pricing, stock and dispatch on this page are generated from the store's live catalog. Full machine-readable index: https://core-electronics.com.au/llms.txt # reComputer J4012-Edge AI Device with Jetson Orin™ NX 16GB module, 4xUSB 3.2, M.2 Key E & Key M Slot, Aluminum case, 128GB NVMe SSD, Pre-installed JetPack System **Type:** Product page · **SKU:** SS110110145 · **Brand:** [Seeed Studio](https://core-electronics.com.au/brands/seeed-studio-australia) **Page:** https://core-electronics.com.au/recomputer-j4012-edge-ai-device-with-jetson-orin-nx-16gb-module-4xusb-32-m2-key-e-key-m-slot-aluminum-case-128gb-nvme-ssd-pre-installed-jetpack-system.html ([markdown](https://core-electronics.com.au/recomputer-j4012-edge-ai-device-with-jetson-orin-nx-16gb-module-4xusb-32-m2-key-e-key-m-slot-aluminum-case-128gb-nvme-ssd-pre-installed-jetpack-system.html.md)) reComputer J4011 is a hand-size edge AI box built with Jetson Orin™ NX 8GB module which delivers up to 70 TOPS AI performance and has a rich set of IOs... ## Pricing - **Price:** $2,648.88 (inc GST) — $2,408.07 AUD, exc GST ## Availability & dispatch - Out of stock — the product page offers email notification when it returns. ## Restrictions Restrictions apply to this equipment as it uses button/coin cell batteries: - The equipment is intended to be used in trades, professions or industries - The equipment is not intended for sale to the general public - The equipment is not intended to be used where children are present - You are aware that this equipment may not meet child safety testing requirements as it is not intended to be used by consumers or general public, but rather, is intended to be used in trades, professions or industries in conjunction with the limitations and restrictions listed above - You are aware that these restrictions are due to a change in [A](https://www.accc.gov.au/media-release/businesses-on-notice-as-mandatory-button-battery-laws-commence)[ustralian legislation in 2022](https://www.accc.gov.au/media-release/businesses-on-notice-as-mandatory-button-battery-laws-commence) for button/coin cell batteries ![Button Battery Warning](https://core-electronics.com.au/attachments/uploads/iec-button-battery.png) A declaration of use will need to be submitted during checkout. ## How to buy - **Build a cart:** compose `https://core-electronics.com.au/cart/link?items=SS110110145:1` (comma-separated SKU:qty pairs) and share the link. Opening it shows a confirmation page with live pricing and stock before anything is added to the cart. - **Verify the cart first:** fetch `https://core-electronics.com.au/cart/link/SS110110145:1.md` for live line prices (inc & exc GST, quantity discounts applied), stock and dispatch estimates, and totals. Append `/to/{AU-postcode}` (or `/to/{country-code}:{postcode}`) before `.md` for delivery options and prices to that destination. Unknown, retired, or out-of-stock SKUs are flagged. (Query form `cart/link.md?items=...` also works but some robots parsers refuse query strings here.) - **Checkout** is completed on-site and includes a captcha at the payment step. Share the cart link; checkout takes it from there. - **Search the catalogue:** `https://core-electronics.com.au/search/{query}.md` (URL-encode the query; pages 2-3 at `search/{query}/{page}.md`; `search.md?q=` also works) - **Payment methods, purchase orders, policies and contact details:** https://core-electronics.com.au/llms.txt ## Description 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, 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, Linux OS BSP, 128GB SSD, support Jetson software and leading AI frameworks and software platforms - **Comprehensive certificates:** FCC, CE, RoHS, UKCA reComputer series for Jetson are compact edge computers built with NVIDIA advanced AI embedded systems: J10 ([Nano 4GB](https://www.seeedstudio.com/NVIDIA-Jetson-Nano-Module-p-4417.html?queryID=2003aa316accbe28cb3f7cf2ffb83943&objectID=4417&indexName=bazaar_retailer_products)) and J20 ([Jetson Xavier NX 8GB](https://www.seeedstudio.com/reComputer-J2021-p-5438.html) and [Jetson Xavier 16GB](https://www.seeedstudio.com/Jetson-20-1-H2-p-5329.html)). 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](https://www.seeedstudio.com/tag/nvidia.html) – official NVIDIA Jetson Dev Kits, Seeed-designed carrier boards, edge devices, as well as accessories. We have prepared abundant [guides ](https://wiki.seeedstudio.com/Jetson-AI-developer-tools/)to get started with NVIDIA Jetson using leading AI frameworks and software. For example, with [Deepstream and TensorRT](https://wiki.seeedstudio.com/YOLOv5-Object-Detection-Jetson/), developers can deploy custom YOLOv5 models on Jetson Orin at over 100FPS **Pre-installed Jetpack for fast development and edge AI integration** [Jetson software stack](https://developer.nvidia.com/embedded/develop/software) 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](https://developer.nvidia.com/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](https://developer.nvidia.com/tao-toolkit), built on TensorFlow and PyTorch, is a low-code version of the NVIDIA TAO framework that accelerates the model training - [alwaysAI](https://alwaysai.co/blog/getting-started-with-the-jetson-nano-using-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](https://wiki.seeedstudio.com/alwaysAI-Jetson-Getting-Started/#object-detection-on-pre-loaded-video-file) guide to get started with alwaysAI. - [Edge Impulse](https://www.edgeimpulse.com/): the easiest embedded machine learning pipeline for deploying audio, classification, and object detection applications at the edge with zero dependencies on the cloud. - [Roboflow](https://blog.roboflow.com/deploy-to-nvidia-jetson/) 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](https://docs.roboflow.com/inference/nvidia-jetson) for deploying to NVIDIA Jetson with Roboflow. - [YOLOv5 by Ultralytics](https://github.com/ultralytics/yolov5): 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 ](https://wiki.seeedstudio.com/YOLOv5-Object-Detection-Jetson/)tutorials - [Deci](https://deci.ai/blog/jetson-machine-learning-inference/): optimize your models on NVIDIA Jetson Nano. Check the [webinar](https://info.deci.ai/benchmark-optimize-runtime-performance-nvidia-jetson) at Deci of Automatically Benchmark and Optimize Runtime Performance on NVIDIA Jetson Nano and Xavier NX Devices **Speech AI** - [NVIDIA® Riva](https://developer.nvidia.com/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](https://www.allxon.com/). 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](https://developer.nvidia.com/embedded/develop/software) - [Cogniteam Nimbus](https://www.cogniteam.com/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](https://www.seeedstudio.com/blog/2022/04/21/webinar-connect-your-ros-project-to-the-cloud-with-nimbus/) on connecting your ROS Project to the Cloud with Nimbus. | Specifications | **reComputer J4012** | |---|---| | Module | **Jetson Orin NX 16GB** | | AI Performance | **100 TOPS** | | GPU | 384-core NVIDIA Volta™ GPU | | GPU Max Frequency | **918 MHz** | | CPU | **8-core Arm® Cortex®-A78AE v8.2 64-bit CPU 2MB L2 + 4MB L3** | | CPU Max Frequency | 1900MHz | | Memory | **16GB 128-bit LPDDR5 102.4GB/s** | | DL Accelerator | **2x NVDLA v2** | | DLA Max Frequency | 1100 MHz | | Vision Accelerator | 1x PVA | | Storage | 16 GB eMMC 5.1 | | Video Encoder | 2x 4K60 \| 4x 4K30 \| 10x 1080p60 \| 22x 1080p30 (H.265) 2x 4K60 \| 4x 4K30 \| 10x 1080p60 \| 20x 108p30 (H.264) | | Video Decoder | 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 Type A; 1\*DP | | USB | 4\* USB 3.1 Type A Connector;1\* USB Type-C (Device mode) | | Power | 9-12V | | Mechanical | 130mm x120mm x 50mm | **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. - [Traffic management](https://www.seeedstudio.com/blog/2022/04/19/traffic-management-edge-ai-helps-build-smart-city-and-public-safety-with-intelligent-transportation-system/) - license plate detection - car detection - pedestrian detection - Industry 4.0: - [helmet detection](https://tryolabs.com/blog/2022/05/10/detecting-safety-helmets-in-realtime), [hard hat detection](https://www.seeedstudio.com/blog/2022/03/03/deploy-hard-hat-detection-for-enforcing-workplace-safety/), and custom PPE detection - [visual anomaly detection using NVIDIA Deepstream IoT](https://developer.nvidia.com/gtc/2020/video/s22675-vid) - Retail: - sentiment analysis([webinar](https://www.seeedstudio.com/blog/2022/04/14/webinar-learn-your-customer-with-ai-by-zenus-smart-camera/): learn your customer with AI by Zenus smart camera), - [retail store items detection](https://www.seeedstudio.com/blog/2022/06/08/retail-store-items-detection-using-yolov5-roboflow-and-node-red/) - Robotics: - [under-ice sensing ROV](https://www.seeedstudio.com/blog/2022/06/09/edgeai2wild-integrate-bluerov-2-with-nvidia-jetson-for-an-affordable-under-ice-sensing-rov/) - [warehouse towing robot](https://www.seeedstudio.com/blog/2022/02/14/meet-pitakuru-an-autonomous-towing-robot-capable-of-towing-loads-in-the-warehouse-created-by-seeeds-partner-keisuugiken/) - Edge AI into the Wild: [Wildfire detection](https://github.com/Seeed-Studio/node-red-contrib-ml) - Agriculture: weeding machines, Tractors, Livestock detection - Healthcare: medical imaging analysis Find in the [Jetson Community Resources](https://developer.nvidia.com/community/resources) page tools and tutorials the community has created to power your development experience, and check out the [Community Projects](https://developer.nvidia.com/embedded/community/jetson-projects) page to inspire your next project! Note If you want to use SSDs with reComputer, we only recommend you choose [128GB](https://www.seeedstudio.com/M-2-2280-SSD-128GB-p-5332.html), [256GB](https://www.seeedstudio.com/NVMe-M-2-2280-SSD-256GB-p-5333.html), [512GB](https://www.seeedstudio.com/NVMe-M-2-2280-SSD-512GB-p-5334.html) 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 | #### Documentations [reComputer J401X Datasheet](https://core-electronics.com.au/attachments/localcontent/reComputer-J401x-datasheet_16760f77740.pdf) [NVIDIA Jetson Devices and carrier boards comparisions](https://core-electronics.com.au/attachments/localcontent/NVIDIA-Jetson-Devices-and-carrier-boards-comparision_61821708d55.pdf) ## Images - [Product image 1](https://core-electronics.com.au/media/catalog/product/S/S/SS110110145-1.jpg)