Fire extinguisher safety pin

Task: Image Classification

License: Apache 2.0

Dataset Screenshot

Description

This dataset contains images of fire extinguisher safety pins. This dataset can be used to combine image classification and visual anomaly detection.

Label information:

• rot-powder: Pin for ROT powder fire extinguisher - Yellow - manufacturer reference: 06210409F

• rot-water: Pin for ROT water spray fire extinguisher - Blue - manufacturer reference: 06210410F

• anomaly: Other fire extinguisher safety pins

Compatible Blocks

• Feature extraction: Image

• Learning block: Transfer Learning (Images), NVIDIA TAO, Classification

Not sure what to choose? Try out this dataset with the EON Tuner.

Dataset Details

• Total Data Items: 264

• Labeling Method: single label

• Train/Test Split: 79.92% / 20.08%

	Training Set	Testing Set
Total Data Items	211	53
Labels	anomaly, rot-powder, rot-water	anomaly, rot-powder, rot-water

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 this documentation page for more info.

  Edge Impulse also supports different data sample 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 (Enterprise feature)

Citation

If you use this dataset in your research paper, please cite it using the following BibTeX:

@misc{edgeimpulse_dataset_497409,
    title = {Image Classification - Fire extinguisher safety pin},
    author = {Edge Impulse},
    year = {2024},
    url = {https://studio.edgeimpulse.com/public/497409/latest},
    note = {Apache 2.0}
}