{"url":"/dataset/infinity-spills-basic-dataset","name":"Infinity Spills Basic Dataset","full_name":"Infinity Spills Basic Dataset","description_markdown":"Infinity AI's Spills Basic Dataset is a synthetic, open-source dataset for safety applications. It features 150 videos of photorealistic liquid spills across 15 common settings. Spills take on in-context reflections, caustics, and depth based on the surrounding environment, lighting, and floor. Each video contains a spill of unique properties (size, color, profile, and more) and is accompanied by pixel-perfect labels and annotations. This dataset can be used to develop computer vision algorithms to detect the location and type of spill from the perspective of a fixed camera.\r\n\r\n## Key Features\r\n+ 150 videos \r\n+ 4 environments where spills commonly occur \r\n+ 15 unique indoor scenes \r\n+ Realistic spill appearance \r\n+ Diverse variation in spill geometry\r\n+ Multiple spill colors\r\n+ Rich annotations\r\n\r\n## Annotations  \r\nEach video is accompanied by a rich set of pixel-perfect labels and annotations, including:   \r\n  \r\n+ Spill characteristics (size, color, profile, depth, etc.)   \r\n+ Segmentation masks   \r\n+  Bounding boxes    \r\n\r\nFor the full description of labels and metadata, check out the [README](https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-spills-basic). \r\n\r\n## File Size  \r\nTotal dataset size: 890MB  \r\nAll 150 videos are contained in a single zipped folder (560MB).  \r\nVideo resolutions (all mp4):  \r\n960 x 720 at 24fps  \r\n960 x 640 at 24fps  \r\n960 x 637 at 24fps  \r\n960 x 384 at 24fps. \r\n\r\n\r\n## Resources   \r\n+ [**Github README**](https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-spills-basic): full dataset and annotation descriptions  \r\n+ [**Demo Jupyter notebook**](https://github.com/toinfinityai/infinity-datasets/blob/main/smartfacility-spills-basic/quickstart.ipynb): Shows how to (1) filter/query the dataset based on metadata, and (2) how to visualize labels  \r\n+ **Questions?** We’re happy to chat asynchronously via email or hop on a call. Just send us a note at [info@toinfinity.ai](info@toinfinity.ai) (this goes to all of the Infinity AI founders).\r\n\r\n## Terms and Conditions\r\nThis work is licensed under a\r\n[Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/). Both academic and commercial applications are allowed.\r\n\r\n\r\n## Build better models faster with synthetic data\r\n[Infinity AI](https://infinity.ai), the creator of this dataset, is a synthetic data company. You can download all of Infinity's synthetic datasets and APIs at the [Infinity Marketplace](https://marketplace.infinity.ai/). Feel free to get in touch in you want custom data, or want to book a scoping session on how to make synthetic data your competitive edge.  \r\n\r\n[www.infinity.ai](https://infinity.ai)   |   [LinkedIn](https://www.linkedin.com/company/infinityai)   |   [Synthetic Data Blog](https://medium.com/infinity-ai)","description_withheld":null,"homepage":"https://marketplace.infinity.ai/products/smart-facility-spills-basic-dataset","introduced_date":"2022-08-17","introduced_date_note":null,"introduced_by":null,"license":{"name":"Creative Commons Attribution 4.0 International License","url":"https://creativecommons.org/licenses/by/4.0/"},"modalities":[{"name":"Images","url":"/datasets/modality/images"},{"name":"Videos","url":"/datasets/modality/videos"},{"name":"RGB Video","url":"/datasets/modality/rgb-video"}],"tasks":[{"name":"2D Object Detection","url":"/task/2d-object-detection","datasets_with_task":"/datasets/task/2d-object-detection"},{"name":"Object Detection","url":"/task/object-detection","datasets_with_task":"/datasets/task/object-detection"},{"name":"Video Object Segmentation","url":"/task/video-object-segmentation","datasets_with_task":"/datasets/task/video-object-segmentation"},{"name":"Object Localization","url":"/task/object-localization","datasets_with_task":"/datasets/task/object-localization"},{"name":"Video Segmentation","url":"/task/video-segmentation","datasets_with_task":"/datasets/task/video-segmentation"}],"languages":[],"variants":["Infinity Spills Basic Dataset"],"data_loaders":[],"num_papers_in_archive":0,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}