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Adding Machine Learning based Image Processing to your Embedded Product

Convert model tensorflow runtime to NNEF

CNXSoft: This is a guest post by Greg Lytle, V.P. Engineering, Au-Zone Technologies. Au-Zone Technologies is part of the Toradex Partner Network. Object detection and classification on a low-power Arm SoC Machine learning techniques have proven to be very effective for a wide range of image processing and classification tasks. While many embedded IoT systems deployed to date have leveraged connected cloud-based resources for machine learning, there is a growing trend to implement this processing at the edge. Selecting the appropriate system components and tools to implement this image processing at the edge lowers the effort, time, and risk of these designs. This is illustrated with an example implementation that detects and classifies different pasta types on a moving conveyor belt. Example Use Case For this example, we will consider the problem of detecting and classifying different objects on a conveyor belt. We have selected commercial pasta as an example […]

LIVA Q2 Review – ECS Micro PC Tested with Windows 10 and Ubuntu 18.10

ECS LIVA Q2 Teardown

ECS (Elitegroup Computer Systems) is a Taiwanese company that has been offering mini PCs for several years now. Last year they announced their ‘pocket-sized’ model the LIVA Q. Originally featuring Apollo Lake SoCs it has now been upgraded and renamed as the LIVA Q2 and offers a choice of Gemini Lake SoCs. The distinguishing feature of the LIVA Q series however is the form-factor. Compared with Intel Compute ‘stick’ PCs and Intel NUC ‘mini’ PCs the LIVA Q2 is a ‘micro’ PC. This micro PC is like a minimalist mini PC that includes just the minimum number of useful ports namely a couple of USB ports (3.1 and 2.0) on one side, a micro SD card slot on another and finally an HDMI (2.0) and gigabit Ethernet at the rear. The resultant micro PC is beautifully small consisting of a 70mm (2.76″) square case by 33.4mm (1.31”) tall which can […]

Qihua CQH6 SoM – A Better Alternative to Raspberry Pi Compute Model 3+?

Allwinner H6 SoM

The Raspberry Pi Foundation just launched the Raspberry Pi Compute Module 3+ for $25 and up with Broadcom BCM2837B0 processor offering better thermals than BCM2837 processor. As is often the case, this post generated some insightful comments from the smart readers of CNX Software, and they pointed out some of the shortcomings of the module such as the lack of Ethernet support that would be required for cluster use cases for example. You can also add a USB to Ethernet chip to the carrier board, but that’s not ideal, and instead someone linked to Qihua CQH6 system-on-module powered by Allwinner H6 processor and sold for 158 RMB ($23.5 USD) or 199 RMB ($29.65) for respectively 512MB RAM/4GB flash and 1GB RAM/8GB flash configurations. Qihua CQH6 module specifications: SoC – Allwinner H6 quad-core Cortex A53 processor @ 1.8 GHz with Arm Mali-T720MP GPU System Memory – 512MB, 1GB or 2GB DDR3L […]

PineBook Pro Linux / BSD Rockchip RK3399 Laptop Coming Up for $200

Pinebook Pro

Pine64 announced the Pinebook laptop in 2016. The ultra cheap ($89 and up) laptop was based on Allwinner A64 quad core Cortex A53 processor coupled with 2GB RAM, 16GB storage, and a 11.6″ or 14″ display. It was never meant to be a replacement for your current laptop due to the low end specifications, but you could still use it to tinker with Arm Linux or *BSD, as a lightweight portable terminal, etc… Pine64 made several announcements in a single blog post right before FOSDEM 2019 where they’ll showcase some of their upcoming products including the Pinephone development kit that’s use to develop software for the upcoming Pinephone open source phone, PineTab *BSD/Linux-only tablet with  Allwinner A64 SoC, and an 11.6″ display like Pinebook laptop, a retro gaming case compatible with Rock64 and Rock64Pro boards, an open source IP camera based on Allwinner S3L processor,  Pine H64 Model B (Allwinner […]

AAEON AIOT-IP6801IP68 IoT Gateway Handles Rough Environments

IP68 IoT Gateway

There are plenty of IoT gateways to play with, but if your gateway needs to operate in rough environments, like outdoors or on a boat, you’d need to find one that is water and dust proof event for your environment. AAEON AIOT-IP6801 IoT gateway should meet most people requirements with IP68 ingress protection rating, an Intel Apollo Lake processor, up to 4GB memory, 32GB eMMC flash, built-in support for Ethernet, WiFi 802.11ac and Bluetooth 4.0, as well as optional support for LoRa, 3G/4G LTE, and IQRF connectivity. AAEON AIOT-IP6801 IP68 IoT gateway specifications: SoC (one or the other) Intel Atom E3940 quad-core processor clocked at 1.6 GHz / 1.8 GHz (Turbo) with a 12 EU Intel HD Graphics 500; 9.5W TDP Intel Celeron N3350 dual-core processor clocked at 1.1 GHz / 2.4 GHz (Turbo) with a 12 EU Intel HD Graphics 500; 6W TDP Memory – 2GB or 4GB LPDDR4 […]

96Boards HiChips Parrot Board and 3-Mic Array Work with Amazon Alexa

96boards Parrot Board Amazon-AVS 3-Mic far field board

Early last year, Banana Pi unveiled Allwinner SoC-Only 3-Mic Far-Field Development Kit for Amazon AVS, a board powered by Allwinner R18 processor extended with an external 3-mic array board, officially supported by Amazon Alexa Voice Service (AVS), and sold for $129 plus shipping. There’s now a compatible board following 96Boards CE Extended form factor, and selling for just $79.99 plus shipping on Alibaba or 555.99 CNY on 1688.com. The board looks almost the same as the original 3-Mic far-field development kit, apart from the LS and HS connectors found in the 96Boards hardware platforms. Hichips Parrot board should not be confused with Allwinner R16 based Parrot board that was used by Allwinner internally, and never made available to the general public. Hichips Parrot board specifications: SoC – Allwinner R18 quad-core Cortex-A53 processor @ 1.15GHz with Mali400MP2 GPU System Memory – 1GB DDR3 Storage – 8GB eMMC flash, micro SD card […]

Toybrick RK3399Pro Board is equipped with Rockchip RK3399Pro AI processor

Toybrick RK3399Pro

We’ve heard about Rockchip RK3399Pro processor that adds an NPU (Neural-network Processing Unit) to Rockchip RK3399 hexa-core processor for about a year now. We’ve seen the official Rockchip RK3399Pro EVB in action last November, but this type of board is not usually for sale to the general public. The first RK3399Pro board that you could technically spend money on was Khadas Edge-1S via a crowdfunding campaign, but it’s still unclear when it will ship. Another option that I just discover is Toybrick RK3399Pro (TB-RK3399Pro) single board computer by VAMRS. Toybrick RK3399Pro board preliminary specifications: SoC – Rochchip RK3399Pro hexa-core big.LITTLE processor with 2x Cortex A72 cores up to 1.8/2.0 GHz, 4x Cortex A53 cores @ 1.4 GHz, and an Arm Mali-T860 MP4 GPU with OpenGL ES 1.1 to 3.2, OpenVG1.1, OpenCL 1.2 and DX 11 support, and NPU delivering up to 3 TOPS System Memory – 3 or 6 GB […]

Cost-Optimized Rock960 Model C Board Sells for $69 and Up

Rock960 Model C

96Boards compliant Rock960 board launched last year for $99 with Rockchip RK3399 processor, 2 to 4GB RAM, 16 to 32GB eMMC flash for $99 and up. However, now you can buy a Rockchip RK3399 SBC for as low as $45 plus shipping thanks to FriendlyElec NanoPi NEO4 board that comes with 1GB RAM and no built-in storage, relying instead on a micro SD card slot or eMMC socket. So VAMRS decided to design a cheaper version of their board with Rock960 model C that still benefits from being part of the 96boards ecosystem, is equipped with 1, 2 or 4GB LPDDR4 RAM, and the OS can boot from a micro SD card or an optional eMMC flash module. The 1GB version of the board is now sold for $69 on Seeed Studio with shipping scheduled for the 1st of February 2019. Rock960 model C preliminary specifications: SoC – Rochchip RK3399 […]

UP 7000 x86 SBC