Continuous motion recognition

Dataset Screenshot

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Description

• Idle - board sits idly on your desk. There might be some movement detected, e.g. from typing while the board is present.
• Snake - board moves over the desk as a snake.
• Updown - board moves up and down in a continuous motion.
• Wave - board moves left and right like you’re waving to someone.

Snake

Updown

Wave

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Compatible Blocks

• Feature extraction: Spectral Features (FFTs or Wavelets)
• Learning block: Classification + optionally Anomaly Detection (K-Means) or Anomaly Detection (GMM)

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Dataset Details

• Total Data Items: 101
• Labeling Method: single label
• Train/Test Split: 84.16% / 15.84%

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Usage

• Clone the public project To clone and use this project, visit the Edge Impulse Studio link, click on the Clone button on the top-right corner and follow the cloning instructions.
• Download
  • Direct link
  • HuggingFace - Soon
  • Kaggle - Soon
• Import this dataset to your Edge Impulse project This project uses the Edge Impulse Exporter Format (info.labels). See Edge Impulse labels for more info. Edge Impulse also supports different data acquisition formats and dataset annotation formats that you can import into your project to build your edge AI models:
  • Studio uploader
  • CLI uploader
  • CSV Wizard
  • Python SDK
  • Ingestion API
  • Import from S3 buckets
  • Upload portals

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Citation

@misc{edgeimpulse_dataset_497631,
    title = {Motion Classification - Continuous motion recognition},
    author = {Edge Impulse},
    year = {2024},
    url = {https://studio.edgeimpulse.com/public/497631/latest},
    note = {Apache 2.0}
}