Dimitris Tassopoulos (Dimtass) decided to learn more about machine learning for embedded systems now that the technology is more mature, and wrote a series of five posts documenting his experience with low-end hardware such as STM32 Bluepill board, Arduino UNO, or ESP8266-12E module starting with simple NN examples, before moving to TensorFlow Lite for microcontrollers. Dimitris recently followed up his latest “stupid project” (that’s the name of his blog, not being demeaning here :)) by running and benchmarking TensorFlow Lite for microcontrollers on various Linux SBC. But why? you might ask. Dimitris tried to build tflite C++ API designed for Linux, but found it was hard to build, and no pre-built binary are available except for x86_64. He had no such issues with tflite-micro API, even though it’s really meant for baremetal MCU platforms. Let’s get straight to the results which also include a Ryzen platform, probably a laptop, for […]
IBase IBR210 i.MX 8M SBC Targets Multi-Display Digital Signage
The latest release from IBase is a single board computer that seems to be designed for the mass business markets, especially in signage. The IBR210 is a 3.5-inch (147 x 102 mm) low-power multimedia SBC based on the NPX ARM Cortex-A53/Cortex-M4 i.MX 8M processor that comes in either a dual or quad-core running in the 1.3 GHz to 1.5 GHz frequency range. The unit was announced on August 1, 2019, but as of yet there is no pricing information. The GPU is a Vivante GC7000Lite/GC7000VLX, and an integrated Cortex-M4F real-time core, in the i.MX8M. Although for the i.MX8M Mini is a faster and newer SoC, the i.MX8M supports 4K video and HDR. The system runs Android 9 or Yocto v2.5 Linux, with up to 3GB soldered LPDDR4 and up to 64GB eMMC. The video output supports 4K via HDMI 2.0, while there are 2 USB 3.0 ports. The board supports […]
Pine64 SoEdge-RK1808 AI Module Delivers 3.0 TOPS via Rockchip RK1808 SoC
A few weeks ago, Ameridroid reported Pine64 would soon launch SoRock and SoEdge systems-on-module, but at the time there was virtually no info except SoRock would be likely based on either RK3328 or RK3399 and work on the existing Clusterboard, while SoEdge would be an AI Neural module for Artificial Intelligence tasks, with up to 3 TeraFLOPS of performance. I did not write about it at the time, simply because there was so little information, but this morning I’ve just received some photos of SoEdge-RK1808 module fitted to a baseboard that looks to be SOPINE Model “A” carrier board. SoEdge-RK1808 SoM Let’s try to derive the specifications from the photos even though some components appear to be blurred out or just unclear: SoC – Rockchip RK1808 dual-core Cortex-A35 processor with 3.0 TOPS NPU (Neural Processing Unit) System Memory – 2GB RAM (2x 8GBit Micro DDR4-2400) but limited PC-2133 Storage – […]
Amlogic S912 vs Amlogic A311D/S922X-B Benchmarks Comparison
A few days ago we compared Amlogic A311D to Rockchip RK3399 since both the top-of-the-line processors from Amlogic and Rockchip are currently available. Rockchip RK3588 will even be faster, but we need to wait until Q1 2020 at least before it becomes available, and delays are not unheard of, so I’d expect it may take about one year before I can get my hands on a sample. Another comparison is against Amlogic S912, the previous high-end processor from the company. Amlogic A311D and S922X-B are newer and will be faster but it’s interesting to find out just how much. Note the Amlogic S922X found in ODROID-N2 is clocked at a lower speed compare to A311D/S922X-B, so performance will be somewhat lower. Since I recently benchmarked Khadas VIM3 with Amlogic A311D processor, I decided to dust off my old Khadas VIM2 Amlogic S912 development board, fit it a large heatsink, install […]
Android Gaming on Khadas VIM3 SBC (Video)
I started playing with Khadas VIM3 Basic SBC powered by Amlogic A311D processor and 2GB RAM, and noticed Android benchmarks, especially 3D graphics were significantly better (40% improvement) than the ones of Rockchip RK3399. So I decided it may be interesting to show Android gaming on the single-board computer, and installed the latest version of Android 9.0 with Google Play store. Finally I connected the RF dongle of Tronsmart Mars G01 wireless gamepad, as well as USB keyboard and mouse to get some fun. Since the board only has two USB type-A ports, I also inserted MINIX NEO S2 USB-C + SSD hub to connect the gamepad RF dongle. Then I tried to install and play four games Beach Buggy Racing Installed via Google Play Played with Tronsmart gamepad. Perfectly smooth with max graphics settings. Similar to other TV boxes or boards. Riptide GP2 Installed via Amazon Store Played with […]
Actcast Combines IFTTT-like Service with AI and Raspberry Pi 3 / Zero
In a report on April 30, 2017, Idein had developed GPGPU accelerated object recognition for the Raspberry Pi platform. That development led to the beta release of the ActCast IoT platform, which was announced on July 29, 2019, and uses deep learning algorithms for object and subject recognition. The program is for use with IoT and AI. The idea is to increase performance and link the system to the web for even more solutions. What it Does The use of physical world information in IoT projects has many applications. Such as a doorbell that sees a person, can then recognize the person. Ultimately letting the user know over the web through a smartphone, the person should be let in. And then the system unlocks the door. So Actcast is a bit like IFTTT with artificial intelligence / computer vision capabilities. Edge Computing Bringing the source of data closer to the […]
5W Intel Tiger Lake-Y Series Processor with Gen12 UHD Graphics Benchmarked
The current high-performance low power 5W Intel processors are part of Amber Lake family, which will be followed by Comet Lake in 2020, and Tiger Lake in 2021 according to a roadmap leaked a few months ago. It looks a little too early for this, but NotebookCheck.net reports an unnamed Intel Tiger Lake Y-series processor has showed up in UserBenchmarks website. The system is said to feature an “Intel TigerLake Y LPDDR4x T4 Crb” motherboard, with an “Intel Tiger Lake Client Platform” coupled with 12GB DDR4 memory. The processor is only named “Intel 000” and comes with 4 cores, 8 threads having a base clock of 1.2 GHz, and an (average) Turbo clock of 2.9 GHz. The SoC also comes with a Gen12 Intel UHD Graphics, but the computer also features a much faster AMD RX 580 graphics cards so bear this in mind if you’re looking at graphics benchmarks. […]
Arm Cortex-A34 is a 64-bit Only Low-Power Core
Arm previously announced Cortex-A35 64-bit & 32-bit lower-power CPU core, and later on Cortex-A32 32-bit only Armv8 CPU core with the usual press release, and blog posts providing details about their new offering. But this morning, I saw a tweet about Cortex-A34… https://twitter.com/never_released/status/1157107187375886337 Based on the twitter handle, I first assumed it was “never released” ;), and was just an internal part name at Arm. But the new Cortex-A34 was actually very discreetly outed last month when Arm announced Flexible Access to lower the barrier of entry by allowing IC designers to access all Arm IP in the program, and only pay for IP blocks they actually use in the final product. Nevertheless, the product page and developer documentation are now up – albeit with limited info for the latter -, so we have more details. Some of the highlights of Arm Cortex-A34 core include: Architecture – 64-Bit Armv8-A Multicore […]