STM32Cube function pack for high performance STM32 with artificial intelligence (AI) application for Computer Vision

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  • FP-AI-VISION1 is an STM32Cube function pack featuring examples of computer vision applications based on Convolutional Neural Network (CNN).

    FP-AI-VISION1 is composed of software components generated by the X-CUBE-AI Expansion Package complemented with application software components dedicated to the AI-based computer vision example for food recognition.
    FP-AI-VISION1 enables advanced computer vision application on the basis of outputs generated by Neural Networks (NNs). The NNs are implemented by libraries generated by the X-CUBE-AI Expansion Package for the STM32CubeMX tool.
    The examples provided in the function pack are food recognition applications based on a CNN derivated from MobileNet CNN. They recognize among 18 classes of common food such as pizza, hamburger, and Caesar salad.
    The function pack demonstrates two different integrations of the food recognition application: one is based on a floating-point model, and the other one on a quantized model generated by the quantization tool featured by X-CUBE-AI.
    FP-AI-VISION1, together with the suggested combination of HW boards, is used to develop specific computer vision applications: it includes the drivers for the camera as well as the framework for capturing images into the frame buffer, pre-processing the content of the frame buffer, and running the Neural Network inference.
    FP-AI-VISION1 runs on the STM32H747I-DISCO Discovery board connected to the STM32F4DIS-CAM camera daughterboard through STMicroelectronics DCMI parallel interface. Information related to STM32H747I-DISCO is available on STMicroelectronics website at www.st.com while information about STM32F4DIS-CAM is obtained directly from Farnell website at https://www.farnell.com.

    主要特性

    • Complete firmware to develop a computer vision application on STM32 microcontroller
    • Image pre-processing library (STM32_Image)
    • Neural Network library optimized for STM32 (STM32_AI) generated by means of the X-CUBE-AI Expansion Package for STM32CubeMX
    • Food recognition applications based on Convolutional Neural Network model (MobileNet CNN model derivative)
    • Integration examples based on float and quantized models
    • Sample implementations available for the STM32H747I-DISCO Discovery board connected to the STM32F4DIS-CAM camera daughterboard
    • Free, user-friendly license terms

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软件

    • 产品型号

      AI expansion pack for STM32CubeMX

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演示和培训资料

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出版刊物和宣传资料

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法律

    • 描述 版本 文档大小 操作
      SLA0048
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