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Streaming-CNN FPGA Architecture for Radio Modulation Classification πŸš€

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Table of Contents πŸ“š

Introduction ✨

Showcasing the demo presented at FCCM 2022 where a streaming-based CNN FPGA architecture for streaming inputs was presented.

Dataset πŸ“Š

We use the RadioML dataset to showcase the accelerator's performance and achieve an accuracy of 94%.

Installation πŸ› οΈ

Step-by-step instructions on how to set up the project.

# Clone the repository
git clone https://github.com/axdy/rfsoc_modulation_classification.git

# Navigate to the project directory
cd rfsoc_modulation_classification

# Install package
pip install ./

Usage πŸš€

  • Launch the notebook voila_modulation_classification.ipynb and launch in voila mode.
  • Interact with ipywidgets and experiment with accelerator running live in the programmable logic.

Contact πŸ“¬

e a.maclellan at strath.ac.uk

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