Edge AI

Ask questions and find answers on how to deploy, debug, and optimize AI models on ST microcontrollers, microprocessors, and smart sensors.

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Forum Posts

Resolved! INTERNAL ERROR: Value of zero not correct

Hello, everyone! I'm learning to deploy my target detection model using cubeai. My model is trained using pytorch and I found that cubeai doesn't support .pth file conversion so I'm trying to convert my model to onnx format. Since the size of my mode...

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ST NanoEdgeAI data constraints

Hi, I was working with NEAI and saw these constraints mentioned in the wiki:General considerations for input file format:.txt / .csv filesNumerical values only, no headersUniform separators (single space, tab, comma, or semicolon)Decimal values forma...

Resolved! Machine learning using stm32h755 chip

I am trying to integrate the a neural network machine learning model into the stm32h755 chip. I downloaded the stmCubeMx, installed X-Cube-Ai, selected the core, added the network using tflite file and then generated the code. I can't find the ai_mod...

slodh by Associate II
  • 1940 Views
  • 9 replies
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Validation on Target can't get my device

I'm a senior student majored in AI before and recently bought an STM32H743VIT6 to experiment with Edge AI. I haven't had any experience with embedded systems before. My ports seem to be missing, but CubeProgrammer successfully found my device through...

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Zilliax by Associate
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  • 2 replies
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Deploying tensorflowlite object detection model

Hi, I am using STM32F746G Discovery Board to deploy an object detection model to detect person in an image. The model size of the object detection model is less than 1Mb. The implementation would be like to make an inference in the microcontroller li...

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ROM overflowed with over 3000 kB tflite models on ISPU

I am testing a tflite model on the ISPU, using the following hardware:NUCLEO-F401RE + X-NUCLEO-IKS4A1I downloaded the x-cube-ispu repo and imported the template_stedgeai example to STM32CubeIDE. Finally i generate the network library with:  stedgeai ...

konaukko by Associate
  • 716 Views
  • 1 replies
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STM32H747I DISCO : model zoo object-detection memory areas

Hello there,I'm using stm32h747i-DISCO board, and running object detection demo from model-zoo. Now i want to add Ethernet functionality with the demo. I have some questions for the same, as below...Q1) there is only one linker script in object detec...

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Resolved! ML algorithms used in nanoedge MC classification

Hi,1) I Am currently exploring the capabilities of NanoEdge for a project involving multiclass classification, and I am eager to learn more about the specific machine learning algorithms utilized within the NanoEdge framework. I feel as though I am u...

martur by Associate
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  • 1 replies
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Resolved! "Correct" Way to Gather Data and Train ML for IMU

I am lost in the maze of documentation for AI features at STM. I have access right now to:STEVAL-MKBOXPRO (SensorTile.box PRO)Custom board with LSM6DSV16XI want to:gather IMU data to train the modeltrain the IMU device decision tree classifier (3 cla...