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Edge AI Hardware

CamThink NE301 Review: 25 FPS YOLOv8 on STM32 Edge AI

By androidpimpFebruary 19, 2026Updated:June 15, 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

Cooling the main board components

Even though it wasn’t included in the kit, we decided to give the board one last cooling upgrade by adding two heatsinks—one measuring 15 x 15 x 5 mm for the main controller chip, and another measuring 14 x 10 x 6 mm for the two memory chips.

NE301 Cooling 2
NE301 Cooling 2
NE301 Cooling 1
NE301 Cooling 1
1 2 3 4 5 6 7 8 9 10 11
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