$16 Grove Vision AI V2 module features WiseEye2 HX6538 Arm Cortex-M55 & Ethos-U55 AI microcontroller

Grove Vision AI V2 XIAO ESP32-C3 OV5647 camera

Seeed Studio’s Grove Vision AI V2 module is based on the HiMax WiseEye2 HX6538 dual-core Cortex-M55 AI microcontroller with an Arm Ethos-U55 microNPU and features a MIPI CSI connector for an OV5647 camera. It is designed for AI computer vision applications using TensorFlow and PyTorch frameworks and connects to hosts such as Raspberry Pi SBCs, ESP32 IoT boards, Arduino, and other maker boards over I2C. We tested the previous generation Grove Vision AI module based on the 400 MHz HX6537-A DSP-based AI accelerator using the SenseCAP K1100 sensor prototype kit with LoRaWAN connectivity, and managed to have the kit perform face detection and send the data over LoRaWAN. The Grove Vision AI V2 builds on that but with a modern Arm MCU core and more powerful AI accelerator that can run models such as Mobilenet V1/V2, Efficientnet-lite, and Yolo v5 & v8 using the SenseCraft low-code/no-code platform. Grove Vision AI […]

Firefly CT36L AI Smart Camera Features Rockchip RV1106G2 with 0.5 TOPS NPU, 100Mbps Ethernet with PoE support

CT36L AI Smart Camera with POE

Firefly CT36L AI Smart Camera (PoE) features a Rockchip RV1106G2 CPU with 0.5 TOPS NPU, a 5-megapixel ISP, and a 3-megapixel HD lens. It supports 100Mbps Ethernet with PoE and includes advanced image enhancements like HDR, WDR, and noise reduction, all while maintaining low power consumption and high image integration. We’ve previously explored various AI cameras such as Tokay Lite, EDATEC ED-AIC2020, ThinkCore TC-RV1126, Orbbec Persee+, M5Stack UnitV2 among others. Feel free to check them out for more information. Firefly CT36L AI Smart Camera (PoE) specifications: CPU – Rockchip RV1106G2 Arm Cortex-A7 @ 1.2GHz, with Neon and FPU NPU – 0.5 TOPS, supports INT4/INT8/INT16, TensorFlow/MXNet/PyTorch/Caffe/Onnx NN ISP – 5MP high-performance, HDR, WDR, 3DNR, 2DNR, sharpening, defogging, fisheye and gamma correction, feature detection VPU – 3072×1728 (5M) @ 30fps H.265/H.264 encoding, 16M@60FPS JPEG snapshot RAM – 128MB DDR3 built-in Storage – 16MB SPI Flash built-in Camera specifications: Type – Color Camera Image Sensor – SC3336 CMOS Size […]

Reolink Argus PT Ultra review – A solar powered 4K WiFi Pan-and-Tilt smart security camera

Reolink Argus PT Ultra Solar Panel Instllation

Nearly four years ago, I reviewed the solar-powered Reolink Argus PT pan-and-tilt security camera. The device worked (and still works) mostly fine, but it was at a time when security cameras did not implement AI features like people and vehicle detection just yet relying only on PIR motion sensors so I’d get plenty of false positives. The WiFi connection is not overly reliable either especially when I tried to access the camera from outside my house, something that does not happen with the PoE and 4G LTE models from the company. Reolink asked me whether I wanted to review the new Reolink Argus PT Ultra security camera with higher 4K resolution, dual-band WiFi support, as well as people, vehicle, and pet detection, and most of the same other features found on the older Argus PT. So I took up on the offer and I’ve used it for about one month […]

Spacetouch SPV60 AI audio processor features a 400 MHz Andes D25F RISC-V core

SpaceTouch SPV60

Spacetouch SPV60 is a RISC-V AI audio processor with an Andes D25F 32-bit RISC-V CPU IP core with P-extension (DSP/SIMD) that is also found in the Telink TLSR9 wireless audio microcontroller introduced in 2020. But the SPV60 is clocked at a higher 400 MHz frequency, adopts a CPU + NPU + uDSP heterogeneous multi-core architecture with a 100 GOPS AI accelerator and a micro DSP capable of handling 1024-point FFT and iFFT among other mathematical functions, and offers a range of peripherals interfaces such as USB 2.0, SPDIF, I2C, PDM for microphone arrays, and more. Spacetouch SPV60 specifications: CPU Andes D25F 32-bit RISC-V core with P extension (DSP/SIMD ISA) clocked at up to 400MHz 5-stage pipeline Hardware multiplication/division operations Single precision floating point accelerator 32KB I-Cache and 16KB D-Cache; 32KB L2 Cache Spacetouch-designed uDSP – Support for 1024-point FFT and IFFT, FIR, COS, SIN, SQRT, Arctan, LOG, and other functions […]

SunFounder PiCar-X 2.0 review – A Raspberry Pi 4 AI robot car programmable with Blockly or Python

SunFounder PICAR-X Robot review

SunFounder PiCar-X 2.0 is an AI-powered self-driving robot car using the Raspberry Pi 3/4 as the main processing board. It is equipped with a camera module that can be moved by a 2-axis servo motor, allowing the camera to pan or tilt, an ultrasonic module for detecting distant objects, and a line detection module. The PiCar-X robot can also perform computer vision tasks such as color detection, face detection, traffic signs detection, automatic obstacle avoidance, and automatic line tracking. The PiCar-X can be programmed with two computer languages: Blockly-based Ezblock Studio drag-and-drop program and Python, and the robot works with OpenCV computer vision library and TensorFlow for AI workloads. Finally, you can also control the robot through the SunFounder controller application on your mobile phone. The company sent us a sample of the Picar-X 2.0 for review, so let’s get started. SunFounder PiCar-X 2.0 robot overview The PiCar-X robot kit […]

The EQSP32 is a no-code, no-solder Industrial Internet of Things Controller powered by a generative AI assistant (Crowdfunding)

eqsp32 industrial controller

The EQSP32 controller is a complete, end-to-end solution for IoT applications that recently launched on Kickstarter. It is a compact, wireless Industrial IoT controller based on the ESP32-S3 wireless SoC with a 250MHz dual-core processor, 512KB of RAM, and 8MB of flash memory. The product leverages artificial intelligence and code for automation projects can be generated automatically by the bundled generative AI programming assistant. The EQSP32 controller features 16 terminals that can be configured as analog or digital inputs, or as digital outputs. Switches, pushbuttons, keypads, LED strips, sensors, servos, potentiometers, etc., can be connected to these terminals. It is similar to the EdgeBox-Edge-100 we covered a while back but lacks an Ethernet port and uses less power overall. EQSP32 specifications: SoC: Espressif Systems ESP32-S3 dual-core Tensilica LX7 microcontroller @ 240 MHz, 512KB RAM Memory – 8MB flash Network Connectivity: Bluetooth, WiFi USB – USB-C programming port I/O: 16 multipurpose […]

Ambarella N1 SoC brings Generative AI to the edge for video analytics, robotics, industrial applications

Ambarella N1

Ambarella has been working on adding support for generative AI and multi-modal large language models (LLMs) to its AI Edge processors including the new 50W N1 SoC series with server-grade performance and the 5W CV72S for mid-range applications at a fraction of the power-per-inference of leading GPU solutions. Last year, Generative AI was mostly offered as a cloud solution, but we’ve also seen LLM running on single board computers thanks to open-source projects such as Llama2 and Whispter, and analysts such as Alexander Harrowell, Principal Analyst, at Omdia expect that “virtually every edge application will get enhanced by generative AI in the next 18 months”. The Generative AI and LLM solutions running on Ambarella AI Edge processors will be used for video analytics, robotics, and various industrial applications. Compared to GPUs and other AI accelerators, Ambarella provides AI Edge SoC solutions that are up to 3x more power-efficient per generated […]

NanoPC-T6 LTS SBC adds USB ports, 32MB SPI flash, drops 4G LTE support

NanoPC-T6 LTS

NanoPC-T6 LTS is an update to the Rockchip RK3588-powered NanoPC-T6 SBC introduced in May 2023, which removes the mini PCIe socket and SIM card slot for 4G LTE connectivity, but adds two USB 2.0 ports, a USB-C debug port, a 10-pin header with UART and USB 2.0, and comes with 32MB SPI flash by default. The single board computer is offered with up to 16GB RAM and 256GB eMMC flash and also features M.2 sockets for NVMe storage and a wireless module, two 2.5GbE RJ45 ports, two HDMI 2.1 output ports, one HDMI 2.0 input port, MIPI DSI and CSI interfaces, and a 40-pin GPIO header for expansion. NanoPC-T6 LTS specifications with changes in bold or strikethrough: SoC – Rockchip RK3588 CPU – Octa-core processor with 4x Cortex-A76 cores @ up to 2.4 GHz, 4x Cortex-A55 cores @ 1.8 GHz GPU – Arm Mali-G610 MP4 GPU with support for OpenGL […]

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