YOLO-Jevois leverages YOLO-World to enable open-vocabulary object detection at runtime, no dataset or training needed

YOLO-Jevois general object detection by typing words

YOLO is one of the most popular edge AI computer vision models that detects multiple objects and works out of the box for the objects for which it has been trained on. But adding another object would typically involve a lot of work as you’d need to collect a dataset, manually annotate the objects you want to detect, train the network, and then possibly quantize it for edge deployment on an AI accelerator. This is basically true for all computer vision models, and we’ve already seen Edge Impulse facilitate the annotation process using GPT-4o and NVIDIA TAO to train TinyML models for microcontrollers. However, researchers at jevois.org have managed to do something even more impressive with YOLO-Jevois “open-vocabulary object detection”, based on Tencent AI Lab’s YOLO-World, to add new objects in YOLO at runtime by simply typing words or selecting part of the image. It also updates class definitions on […]

Linux 6.13 Release – Main changes, Arm, RISC-V, and MIPS architectures

Linux 6.13 Changelog

Linus Torvalds has just announced the release of Linux 6.13 on the Linux Kernel Mailing List: So nothing horrible or unexpected happened last week, so I’ve tagged and pushed out the final 6.13 release. It’s mostly some final driver fixes (gpu and networking dominating – normal), with some doc updates too. And various little stuff all over. The shortlog is appended for people who want to see the details (and, as always, it’s just the shortlog for the last week, the full 6.13 log is obviously much too big). With this, the merge window for 6.14 will obviously open tomorrow. I already have two dozen pull requests pending – thank you, you know who you are. Linus Release about two months ago, Linux 6.12 – the new LTS version – brought us real-time “PREEMPT_RT” support that had always required out-of-tree patchsets until now, the completion of the EEVDF (Earliest Eligible […]

CNX Software’s 2024 Year in review, website statistics, and what to expect in 2025

CNX Software Happy New Year 2025

That’s it! 2024 is almost over, and it’s time to reflect on what happened during the year. So I’ll look at the highlights of 2024, share some CNX Software website traffic statistics, and speculate on what may be ahead of us in 2025. Looking back at 2024 Raspberry Pi was super active this year with 22 product launches that included boards and modules like the Raspberry Pi 5 with 2GB RAM,  Raspberry Pi Pico 2 and Pico 2 W, Raspberry Pi CM5, expansion modules like the Raspberry Pi AI camera, AI HAT+, and M.2 HAT+, new accessories such as the Raspberry Pi Touch Display 2 and the Raspberry Pi Monitor, and the new Raspberry Pi 500 keyboard PC among others. As usual, there was also plenty of announcement of accessories from third parties, and some boards with the new Raspberry Pi RP2350 Arm/RISC-V microcontroller. There weren’t any ground-breaking Arm processors […]

Black Friday and Cyber Monday 2024 – International deals and coupons

Banggood Black Friday Mega Deals

While Black Friday and Cyber Monday used to be a US-only event, it changed many years ago, and we’ve been writing about international Black Friday and Cyber Monday deals and coupon codes since 2014, since a large portion of our audience cannot benefit from promotions on Amazon’s Black Friday and Cyber Monday events that will take place from November 21 until December 2 this year. So I’ve gathered some international Black Friday and Cyber Monday 2024 deals and discount coupon codes from relevant manufacturers and popular online stores such as Aliexpress, Banggood, and others. Aliexpress Black Friday and Cyber Monday event Aliexpress’ Black Friday and Cyber Monday 2024 event has already started. There are three periods: Nov 19-21 PST – Warm Up event where users can find and add items to the cart before purchasing during the main event. Nov 22-30 PST – “On Sale” event with discounts up to […]

EDATEC ED-GWL1010: Amlogic S905X4-based PoE-enabled LoRaWAN gateway targets Smart Buildings and IoT applications

ED-GWL1010 LoRaWAN gateway

The AMLogic S905X4 SoC is typically found in TV boxes, but EDATEC has integrated the quad-core Cortex-A55 SoC into its ED-GWL1010 LoRaWAN IoT gateway designed for smart buildings and industrial IoT networks requiring long-range, low-power connectivity. The ED-GWL1010 is built around the ED-REIMEI1 single-board computer, combining a mainboard and an expansion board. It integrates Semtech’s latest SX1302/SX103 baseband chip and a Microchip ATECC608 security chip for enhanced protection. The gateway offers up to 8GB LPDDR4 and 32GB of eMMC storage. For connectivity, it supports dual-band WiFi, Bluetooth 5.0, 10/100Mbps Ethernet with PoE, and a mini PCIe slot for a LoRa module compatible with both American and European LoRa frequencies (US915, AU915, AS923, EU868). It also features USB 3.0, an RGB LED indicator, a user button, and flexible power options through a 7-18V DC input or PoE. The ED-GWL1010 operates reliably in temperatures ranging from -25°C to 50°C and is housed […]

Linux 6.11 Release – Notable changes, Arm, RISC-V and MIPS architectures

Linux 6.11 release

Linux 6.11 is out with Linus Torvalds’ announcement on the Linux kernel mailing list (LKML): I’m once again on the road and not in my normal timezone, but it’s Sunday afternoon here in Vienna, and 6.11 is out. The last week was actually pretty quiet and calm, which is nice to see. The shortlog is below for anybody who wants to look at the details, but it really isn’t very many patches, and the patches are all pretty small. Nothing in particular stands out – the biggest patch in here is for Hyper-V Confidential Computing documentation. Anyway, with this, the merge window will obviously open tomorrow, and I already have 40+ pull requests pending. That said, exactly _because_ I’m on the road, it will probably be a fairly slow start to the merge window, since not only am I on my laptop, there’s OSS Europe starting tomorrow and then the […]

DietPi 9.7 and Armbian 24.8 released with improved support for Rockchip, Amlogic, and Allwinner SBCs

DietPi 9.7 Orange Pi 5 Plus

Armbian and DietPi are two separate projects that provide Linux-based OS images optimized for Arm-based single board computers. The last time we had a look at both projects was in June with the release of Armbian 24.5.1 and DietPi 9.4, but there have been several updates since then including the releases of the latest DietPi 9.7 and Armbian 24.8 Yelt just a few days ago. So let’s check out the latest changes. DietPi 9.7 DietPi is a lightweight Debian-based Linux distribution for SBCs and server systems that ships as a minimal image but users can install any packages they want, including the ones required for desktop environment, to match the requirements of the applications. It’s notably used by the Linamp project – a Raspberry Pi 4-based project that brings WinAMP to real life – that we covered a few weeks ago. DietPi 9.7 was released on August 25, 2024 with […]

Amlogic C302X embedded AI camera kit features GMSL2 connectors, Ethernet, WiFi, BLE, and CAN Bus interface

DAB Embedded CAMKIT AML302 IMX462 Camera Kit

The DAB Embedded CAMKIT-AML302-IMX462, is a compact AI camera kit built around the Amlogic C302X processor with 256MB DDR3 on-chip (SiP) and designed for image processing and machine learning applications. The board also includes GMSL2 interfaces that add support for a range of Sony camera sensors, including global shutter and 3D options. Additionally, it has 100Mbit LAN, Wi-Fi, BLE, and CAN bus connectivity which makes this board useful for various computer vision applications. Previously we have written about similar camera kits including the Pivistation 5, the OpenCV AI Kit Lite, the e-con Systems 360° Camera Kit, and much more Feel free to check those out if you are interested in the topic. DAB Embedded CAMKIT-AML302-IMX462 specifications Processor – Amlogic C302X CPU – Dual Core ARM Cortex-A35 2 TOPS Neural Processing Unit (NPU) OpenCV (Hardware Accelerator) Video Encoder – H.264/H.265/JPEG ISP – High-performance, up to 5MP with HDR System Memory – 256MB […]

UP 7000 x86 SBC