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 […]

Roboreactor – A Web-based platform to design Raspberry Pi or Jetson-based robots from electronics to code and 3D files

Roboreactor Web based interface to design robots

Roboreactor is a web-based platform enabling engineers to build robotic and automation systems based on Raspberry Pi, NVIDIA Jetson, or other SBCs from a web browser including parts selection, code generation through visual programming, and generating URDF models from Onshape software. You can also create your robot with LLM if you wish. The first step is to create a project with your robot specifications and download and install the Genflow Mini image to your Raspberry Pi or NVIDIA Jetson SBC. Alternatively, you can install Gemini Mini middleware with a script on other SBCs, but we’re told the process takes up to 10 hours… At this point, you should be able to access data from sensors and other peripherals connected to your board, and you can also start working on the Python code using visual programming through the Roboreactor node generator without having to write code or understand low-level algorithms. Another […]

Credit card-sized quad relay board runs Tasmota firmware on ESP32 module (Crowdfunding)

Credit card-sized ESP32 quad relay board

The “ESP32 IoT Relay Board” is a credit card-sized ESP32 board with four small 250VAC/30VDC 7A relays that runs Tasmota open-source firmware and supports Alexa & Google Assistant for voice control. There are so many ESP32-based relay boards on the market that I don’t usually feel the need to cover new ones, but Igor Mileshin’s ESP32 IoT Relay Board is smaller than most so I thought it might be interesting to some. The smallest quad-channel relay board I’ve seen so far is the one by Seeed Studio using an STM32 MCU and solid-state relays that measures just 60 x 40mm, but the relays only support up to 2A. ESP32 IoT Relay Board specifications: Wireless module – ESP32-WROOM-32D SoC – Espressif ESP32-D0WD dual-core Tensilica LX6 processor @ 240 MHz Storage – 32Mbit SPI flash Connectivity – Wi-Fi 802.11 b/g/n up to 150 Mbps, Bluetooth 4.2/5.x LE Relays 4x “industrial-grade” relays supporting […]

Brodboost-C is a USB Type-C breadboard power supply board with adjustable 3.3V or 5V voltage (Crowdfunding)

BrodBoost-C USB C power supply breadboard

Axiometa BrodBoost-C is a USB Type-C breadboard power supply with a simple design that powers both rails of a breadboard with voltage adjustable between 3.3V or 5V. It also includes an on/off switch, an LED indicator, and built-in fuse protection. BrodBoost-C specifications: Output voltage – Adjustable: 3.3V or 5V DC Maximum current – 1A Ports USB Type-C connector for power input 2x 2×5 2.54 mm breadboard-compatible power and ground rails 2x 3-pin 2.54 mm selection headers with 2x jumper caps Safety – Short circuit protection Input filtering –  Ferrite bead for noise suppression and decoupling capacitors Misc – Red Power LED, ON/OFF power switch Voltage regulation: 5.0 V selected by USB CC Pins (5.1 k resistors) 3.3 V step-down regulation via AMS1117-3.3 Dimensions – 54 x 19.5 x 11.4 mm Weight – About 20 grams We’ve written about several breadboard power supplies over the years including the Toaster board with […]

ACMER P3 48W laser engraver review with ACMER AP220 Smoke Air Purifier, LightBurn software, MKSLaser app

ACMER P3 48W Laser Engraver Review

Today, we’ll review the ACMER P3 48W laser engraver suitable for engraving and cutting various materials such as wood, acrylic, leather, and coated thin metals. It has a fully enclosed design protecting against laser light and reducing smoke in the room for better safety. The laser engraver also supports air filtration through the ACMER AP220 air purifier which we received for review as part of a full kit. Additionally, the P3 48W comes with a built-in camera for precise work positioning and previewing before engraving or cutting begins. Other safety features include automatic operation shutdown when the machine cover is opened. Users can import files through USB, Wi-Fi, or SD card, and the machine is compatible with popular software like LightBurn and LaserGRBL, as well as the ACMER mobile app, making it easier to use with file formats such as PNG, JPG, SVG, and DXF. ACMER P3 48W laser engraver […]

The Deauther Watch V4S IR is a Wi-Fi hacker watch that can run up to 21 scripts via IR remote for wireless and HID attacks

DSTIKE Deauther Watch V4S IR version

We previously wrote about the Deauther Watch X used for wireless pentesting. The company has now released the Deauther Watch V4S IR an Wi-Fi hacker watch with a built-in infrared (IR) remote control for executing several scripts stored on a microSD card. It supports deauther attacks, Bad USB (HID) attacks, WiFi packet monitoring, and real-time clock adjustments. The new version features a 1,000mAh battery that can be charged via USB and it comes with includes a Type-C power cable, acrylic cover, and software manual. You can modify the Ducky Script inside the text files but must keep the filenames unchanged for proper operation. These features make this tool useful for cybersecurity professionals and enthusiasts for network security testing, penetration testing, and more. Deauther Watch V4S IR specifications: MCU – ESP8266 WiFi SoC @ up to 160 MHz with 160KB SRAM, 4MB SPI flash Storage – MicroSD card (preloaded with 21 […]

Tobor open-source, modular robotic arm features two ESP32 modules (Crowdfunding)

Tobor robotics platform with pen plotter toolhead

Tobor (robot spelled in reverse) is a modular and open-source robotic arm platform powered by the ESP32-WROVER-I and ESP32-WROOM-32 (FluidNC CNC Controller core) modules. It is described as a “fully-featured robotic system that can fit on your desktop and is capable of helping you automate your workflow.” Tobor is billed as a customizable assistant for complex tasks such as assembly line help, CNC design, and rapid prototyping. The Tobor ecosystem includes several open-source components, including robotic arms, motion platforms, sensors, and actuators, that can be combined to create a unique system for “almost any desktop automation.” The Tobor Robot Arm supports multiple toolhead options such as the pen plotter toolhead, z-stage toolhead with 4th axis and suction cup, and the pick and place expansion pack. We have seen other open-source robotic platforms such as the SO-ARM100 AI robotic arm kit, CYOBot v2, and MIKRIK V2 Robot Car. Tobor Robot Arm […]

anyon_e DIY laptop features Rockchip RK3588 SoC, 13.3-inch 4K AMOLED display, aluminum chassis

anyon_e RK3588 DIY laptop

We’ve already seen several Rockchip RK3588 laptops with the Cool Pi laptop and GenBook RK3588, as well as the open-source hardware MNT Reform Next. anyon_e is another open-source DIY laptop based on Rockchip RK3588 octa-core Cortex-A76/A55 SoC but with higher-end specifications compared to competitors. The anyon_e features a 13.3-inch 4K AMOLED display, a wireless QWERTY mechanical keyboard, a custom aluminum chassis that keeps the thickness of the laptop to just 18mm, and a battery good for about 7 hours. It’s based on the FriendlyELEC CM3588 core board found in the CM3588 NAS Kit. anyon_e laptop (preliminary) specifications: SoM – FriendlyELEC CM3588 SoC – Rockchip RK3588 CPU – 4x CortexA76  cores @ up to 2.4 GHz, 4x CortexA55 core @ 1.8 GHz GPU – Arm Mali-G610 MP4 GPU Video decoder – 8Kp60 H.265, VP9, AVS2, 8Kp30 H.264 AVC/MVC, 4Kp60 AV1, 1080p60 MPEG-2/-1, VC-1, VP8 Video encoder – 8Kp30 H.265/H.264 video encoder […]

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