CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices

October 6, 2024October 6, 2024 Discipline: Computer science

I hope this message finds you well. I would like to place an order for the following services related to my master’s thesis, titled “CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices.”

The scope of the project includes:

  1. Master Thesis Writing: Full thesis development based on the research project.
  2. Software Coding:
    • The code should be written in Python, using the PyTorch framework.
    • The model to be used is MobileNet.
    • The dataset will be the COCO Object Detection Dataset, which needs to be quantized.
    • The quantization method to be applied is Quantization-Aware Training (QAT).
  3. Presentation: A presentation summarizing the project and its outcomes.
  4. Conference Paper: Writing a conference paper on the project results.

Additional requirements:

  • I have to report to my advisor every two weeks on the progress. Any changes or feedback from the advisor should be incorporated as needed.
  • I will provide detailed information or updates from my academic advisor if required during the project.

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