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 […]
Qihua CQH6 SoM – A Better Alternative to Raspberry Pi Compute Model 3+?
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
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 […]
Kodi 18 “Leia” Released Ahead of FOSDEM 2019
As one should have expected based on the abstract of the upcoming Kodi presentation at FOSDEM 2019, Kodi 18 “Leia” has just been released a few days before the 2-day open source developer event. It’s been nearly two years since the release of Kodi 17 “Krypton”, and it took a little longer than initially expected for Kodi 18 to become stable enough for an official since there have been so many changes including half a million lines of code added by 36 open source developers, close to 10,000 commits for almost 9,000 changed files. Some of the improvements in Kodi 18 include: Retroplayer gaming with support for gaming emulators, ROMs and game controls. Digital Rights Management (DRM) decryption support to play subscription content Improved Music Library with better filtering, faster API access, and more Live TV improvements including support for new back-ends like Zattoo, Teleboy, and Sledovanitv.cz, as well as enhanced […]
AAEON AIOT-IP6801IP68 IoT Gateway Handles Rough Environments
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 […]
Raspberry Pi Compute Module 3+ Launched with Broadcom BCM2837B0 Processor, Up to 32GB Flash
Raspberry Pi 3 Compute Modules CM3 and CM3L launched about two years ago based on Broadcom BCM2837 quad core processor found in Raspberry Pi 3 board. Last year, the Raspberry Pi Foundation introduced Raspberry Pi 3B+ board with a slightly faster Broadcom BCM2837B0 processor, Gigabit Ethernet, and WiFi 802.11ac. So it would have made sense for the foundation to provide an upgrade to their CM3 compute modules with Broadcom BCM2837B0 processor, and that’s exactly what they’ve done with the launch of Raspberry Pi Compute Module 3+ for $25 and up. There are four variants of Raspberry Pi Compute Module 3+ with different storage options and sharing the following specifications: SoC – Broadcom BCM2837B0 quad core Cortex A53 processor @ 1.2 GHz with Videocore IV GPU System Memory – 1GB LPDDR2 SDRAM Storage CM3+/Lite – SD card signals through SO-DIMM connector CM3+/8GB – 8GB eMMC flash CM3+/16 GB – 16GB eMMC […]
96Boards HiChips Parrot Board and 3-Mic Array Work with Amazon Alexa
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 […]
$54 ZMI MF855 is Both a Power Bank and a Portable 4G Wireless Router
Tiny routers usually come with at least one USB port that allows you to connect a 3G or 4G cellular dongle, and since it’s often used on the go, or as a backup solution it makes sense to have a battery in the router as well, as was the case for Marstek MPR-N9 I covered way back in 2013. Xiaomi ZMI MF855 portable wireless router offers the same function but with an integrated 4G modem, a larger 7,800 mAh battery that can also be used to charge your other device. The router looks like a standard power bank from the outside. ZMI MF855 router key features: Cellular Connectivity 4G/3G and 2G networks Micro SIM card socket FDD-LTE bands – B1 1800 B3 2100 B7 2600 MHz TDD-LTE bands – B38 1900 B39 2300 B40 2500 B41 2600MHz WCDMA bands – B1 850 B2 900 B5 1900 B8 2100 MHz WiFi […]