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Edge AI Hardware

CamThink NE301 Review: 25 FPS YOLOv8 on STM32 Edge AI

By androidpimpFebruary 19, 2026Updated:February 23, 2026No Comments18 Mins Read
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NeoEyes NE301 Review
NeoEyes NE301
Table of contents
  1. Part 1 – Introducing the Product
  2. Meet the CamThink NE301 Edge AI Camera Module, designed to run AI models locally and offer a wide range of additional features.
  3. Short video intro
  4. Modular Design
  5. Design with an open hardware architecture in mind
    1. It can also connect to external sensors
  6. Key highlights
  7. A closer look at the main board that powers the device
  8. Hardware – Behind the Scenes
  9. Specifications
  10. Designed for Edge AI computing, it offers durability along with water and dust resistance.
    1. It can be used for AI applications, either running locally or sending data to the cloud.
  11. Part 2 – Review of the CamThink NeoEyes NE301 (currently being updated)
    1. The Package
    2. Package Contents
  12. A closer look at the NE300-MB01 development board, the powerhouse behind the NeoEyes NE301 camera.
  13. Installing additional components
    1. LTE Cat.1 Communication Board
    2. The camera Module
  14. The NE301 Case
  15. The lesser good
    1. Protection against water and dust
  16. Power supply
    1. Powering the NE301 with a cable
      1. Option #1
      2. Option #2
      3. Final thoughts
    2. Extra interfaces
  17. Cooling the main board components
  18. Mounting Options
  19. Operation
  20. Software-wise
    1. Training AI Models
    2. What are the steps?
    3. How to Train AI Models – A Complete Summary of the Workflow
    4. We gave a few trained models a spin to see how they performed.
  21. Final verdict
  22. CamThink NeoEyes NE301 price
    1. Prices and availability
  • Maybe you missed it? Orange Pi 6 Plus Review.
  • CamThink NE301 Review: An introduction with complete specifications and key features.
9Expert Score
A great budget-friendly Edge AI camera
Overall Assessment of the CamThink NE301 (Pros & Cons)

The NE301 is an affordable AI camera perfect for a variety of applications. It comes packed with handy features like built-in WiFi and interchangeable camera modules and lenses. It can even support 4G cellular network connectivity with a special add-on card.

Overall, this device stands out as perfect for AI enthusiasts interested in development, robotics, automation, and those seeking an affordable camera. Let’s explore its pros and cons.
  • Cost-effective.
  • PoE Module Support (Optional).
  • IP67 Waterproof & Outdoor Ready.
  • NPU Power: 0.6 TOPS.
  • An easy-to-use web-based interface.
  • Able to run AI models locally.
  • Interfaces could be more accessible.
  • Lacks autofocus capability.

Part 1 – Introducing the Product

Meet the CamThink NE301 Edge AI Camera Module, designed to run AI models locally and offer a wide range of additional features.

The CamThink NeoEyes NE301 is an STM32N6-based open-source AI camera featuring on-device inference, a modular design, and an ultra-low-power, event-triggered vision system. It works smoothly with edge computing and IoT devices and can double as a high-tech monitoring camera for streaming live video.

This AI camera module packs 0.6 TOPS of processing power thanks to its STM32N6 Microcontroller Unit (MCU). It features a web-based user interface that makes it simple to adjust camera settings, preview AI inferences remotely, switch between preloaded AI models, and fine-tune performance settings.

NeoEyes NE301

CamThink NeoEyes NE301 P1
CamThink NeoEyes NE301 P1
CamThink NeoEyes NE301 P2
CamThink NeoEyes NE301 P2

Short video intro


CamThink NeoEyes NE301 AI Camera
CamThink NeoEyes NE301 AI Camera Module

Modular Design

The hardware has a modular design, allowing communication modules, image sensors, power options, and mounting accessories to be swapped based on the situation. With extensive interface expansion and an open hardware architecture, developers can move quickly from prototype to commercial deployment.

NE301 Schematics
NE301 Schematics

Design with an open hardware architecture in mind

The camera is designed with a modular structure, enabling easy interchange of communication modules, image sensors, power options, and mounting accessories to suit various applications. With extensive interface expansion capabilities and an open hardware architecture, developers can transition rapidly from prototype development to commercial implementation.

It can also connect to external sensors

It also supports various event-triggered capture methods, including PIR, radar, acoustic, and more. When connected to external sensors, it can automatically wake, snap images, and run edge inference as soon as the trigger condition is met, enabling event-driven snapshots with built-in AI processing.


Key highlights

ProcessorPowered by an STM32N6 microcontroller with a built-in Neural Processing Unit (NPU).
Open-source stackThanks to its open-source software environment, developers can easily deploy their own trained models.
Modular designCommunication, camera, and power modules can be swapped or upgraded independently.
Runs local AI modulesBuilt to run AI modules locally without depending on the cloud, such as YOLO object detection.
Durability & ProtectionIP67-rated (dustproof, waterproof, outdoor-ready).
Power Source options four AA batteries, or alternatively by a DC, solar, USB-C, Power over Ethernet (PoE).
StreamingIt can be used for live video streaming apps via a web-based interface.
Flexible connectivityOn-board Wi-Fi 6 included.
Available as an option through the Cat-1 cellular module.
OperationYou can access the device through a Wi‑Fi enabled phone or PC using the Web UI.
Include pre-made AI models tailored for various applications.Incorporate fall detection in elderly care, flood monitoring, wildlife protection, and construction site safety, all powered by locally deployed AI modules.
Comes with plenty of rich I/O resources✔ 16 + 12-pin GPIO expansion headers
✔ USB Type-C for power and debugging
✔ TF card slot for removable storage
✔ Alarm/trigger input header
Humidity 0–95% RH (non-condensing)
Dimensions77 x 77 x 48 mm
Operating Temperature–20°C to 50°C
CertificationsCE, FCC, RoHS, SRRC

A closer look at the main board that powers the device

Inside the protective case, you’ll find the NE300-MB01 development board, which drives the NeoEyes NE300 series. This reference design combines STM32U0 and STM32N6 MCUs in an ultra-low-power setup that can handle both video and still-image inference. It works with a range of trigger sensors for image capture and edge AI workflows, making it simple for developers to build proofs of concept and custom IoT camera solutions for smart agriculture, environmental monitoring, security, and wildlife tracking.

NE300 MB01 P1
NE300 MB01 – Photo 1 of 2 (Front view)
NE300 MB01 P2
NE300 MB01 – Photo 2 of 2 (Back view)

Hardware – Behind the Scenes

The main board packs an STM32N657L0H3 MCU paired with 64 MB of external PSRAM and 128 MB of external Flash. Power management and ultra-low-power sleep control come from the STM32U073KBU6. For connectivity, it features the SiWN917M100LGTBA Wi-Fi 6/BLE 5.4 combo chip, with optional Cat-1 cellular modules and GPIO expansions for extra flexibility. The standard kit comes with an OS04C10 camera module, and USB camera modules are also offered.

Here are the board’s main features:

  • Application MCU – STM32N657L0H3 with an Arm® Cortex®-M33 core up to 800 MHz and ST Neural-ART Accelerator (up to 1 GHz, 600 GOPS, 288 MAC/cycle)
  • External PSRAM – APS512XX-OBR-BG, 64 MB, up to 250 MHz, 16-bit bus
  • External Flash – MX66UM1G45G SPI NAND, 128 MB, up to 200 MHz, 8-bit bus
  • Wi-Fi module – SiWN917M100LGTBA with 2.4 GHz Wi-Fi 6 (IEEE 802.11 b/g/n/ax) and Bluetooth 5.4
  • Camera modules – OS04C10 CSI-2 module by default, optional USB module
  • Capture button – One-touch snapshot trigger
  • Indicators – Blue status LED plus a 0.5 W white fill light
  • Debug interfaces – ST-Link, USB, and UART headers
  • Power kill switch – Slide switch to fully disconnect the battery input
  • External sensor ports – Alarm IO, PIR input, and other sensor headers
  • Expandable IO – SPI + I2C + UART + SAI (I2S compatible) + general-purpose GPIO
  • Modem options – Cat-1 cellular module socket

Specifications

CategoryItemSpecification
MCUCoreCortex-M55 @ 800 MHz with Arm Helium vector extensions
NPUNeural-ART™ accelerator @ 1 GHz, up to 600 GOPS (0.6 TOPS), real-time inference
SRAM4.2 MB
ISP Image ProcessorDedicated ISP with demosaic, auto white balance, and other preprocessing
Video CodecHardware H.264 and JPEG encoders supporting 1080p@30 fps
Efficiency3 TOPS/W NPU efficiency without active cooling
Boot / wake-upMicrosecond boot, millisecond wake-up
Main boardHyperFlash128 MB
PSRAM64 MB
ButtonsReset, Boot, Capture / Record
Status LEDsPower LED, system LED
ConnectivityWi‑Fi 6 / BLE
Camera USB 4-pin ×1, MIPI CSI-2 ×1
OS04C10 (default)
Lens DFOV: 59°, 97°, 165°
Focus distance: 2m, 3m, 4 m (adjustable)
GPIO expansion (16-pin IO)UART ×1
RS485 ×1
I2C ×1
SPI ×1
GPIO ×2
3.3 V ×1 / 5 V ×1 (power switchable)
GND ×2
Debug & powerUSB Type‑C ×1, 4-pin UART Wafer ×1
Audio IOAudio Input ×1 (Wafer), Audio Output ×1 (Wafer)
Expansion headers12-pin + 16-pin connectors for communication / sensor modules
StorageTF card (Micro SD)
Mechanical & otherPower inputDC 5 V
Dimensions77 mm × 77 mm × 48 mm
Operating temperature−20 °C to +50 °C
Humidity0% – 90% RH (non-condensing)
CertificationsCE / FCC / RoHS / SRRC

Designed for Edge AI computing, it offers durability along with water and dust resistance.

The NeoEyes NE301 enclosure is built for dependable outdoor performance and easy, versatile deployment.

  • Tempered-glass lens cover: Highly transparent glass prevents water accumulation and secures long-term imaging quality outdoors.
  • Outdoor-grade power & protection: Battery-powered, low-energy operation plus IP67 ingress protection suits harsh environments.
  • Flexible mounting: Supports wall, ceiling, and pole mounting. Original brackets and additional enclosures are available to match different scenarios.

It can be used for AI applications, either running locally or sending data to the cloud.

The STM32N6 MCU provides 0.6 TOPS of compute, which is sufficient to run lightweight person detection, gesture recognition, and similar models locally without sending frames to the cloud. By moving workloads to the edge, NeoEyes NE301 lowers cost, latency, and privacy risk compared with traditional “device + server” architectures. Combined with low power design, easy installation, rich expansion, and IP67 protection, the camera fits long-running applications across multiple industries.

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