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Dataset Card for Chirp Spectrograms

Images & Corresponding Labels for Signal Processing Research

πŸ“Š Sample Generated Spectrograms

Sample Spectrogram
Multiple Spectrograms

πŸ“ Dataset Description

This dataset contains 100,000 synthetic chirp spectrograms with corresponding labels, generated for research in signal processing and machine learning applications. The dataset is particularly useful for developing and testing models for chirp signal detection and localization.

πŸ§‘β€πŸ’» Curated by

Nooshin Bahador

πŸ’° Funded by

Canadian Neuroanalytics Scholars Program

πŸ“œ License

MIT

πŸ”— Dataset Sources

GitHub Repository

Chirp Spectrogram Generator

Research Paper

ArXiv Publication

πŸ—‚ Dataset Structure

Content Includes:

  • Spectrogram images
  • Corresponding labels including chirp parameters and locations
  • Metadata about generation parameters

Data Collection and Processing

Data was synthetically generated using the provided Python package, with parameters randomly sampled from physiologically relevant ranges.

Repository: GitHub Package

πŸ“„ Citation

Bahador, N., & Lankarany, M. (2025). Chirp localization via fine-tuned transformer model: A proof-of-concept study. arXiv preprint arXiv:2503.22713. [PDF]

ℹ️ More Information

For more information and generation code, visit the GitHub repository.

Dataset Card Authors

Nooshin Bahador

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