Vial tubes

Task: Visual Regression

License: BSD 3-Clause Clear

Dataset Screenshot

Description

This dataset has been generated by Edge Impulse teams and contains images of vial tubes filled at different levels with a green liquid.

The images in the training set have been captured using 5 different backgrounds. The images in the testing set have been captured using 9 different backgrounds. The background information is available in the metadata of the data samples.

Compatible Blocks

• Feature extraction: Image

• Learning block: Regression

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Dataset Details

• Total Data Items: 747

• Labeling Method: single label

• Train/Test Split: 66.67% / 33.33%

	Training Set	Testing Set
Total Data Items	498	249
Labels	-1, 0, 0.5, 0.75, 1, 1.25, 1.5, 2	-1, 0, 0.4, 0.5, 0.7, 0.75, 1, 1.2, 1.25, 1.5, 2

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

Citation

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

@misc{edgeimpulse_dataset_571331,
    title = {Visual Regression - Vial tubes},
    author = {Edge Impulse},
    year = {2024},
    url = {https://studio.edgeimpulse.com/public/571331/latest},
    note = {Apache 2.0}
}