Omkar2118/datasets huggingface dataset:
Infinity Spills Basic Dataset
Full name: Infinity Spills Basic Dataset

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.

## Key Features
+ 150 videos 
+ 4 environments where spills commonly occur 
+ 15 unique indoor scenes 
+ Realistic spill appearance 
+ Diverse variation in spill geometry
+ Multiple spill colors
+ Rich annotations

## Annotations  
Each video is accompanied by a rich set of pixel-perfect labels and annotations, including:   
  
+ Spill characteristics (size, color, profile, depth, etc.)   
+ Segmentation masks   
+  Bounding boxes    

For the full description of labels and metadata, check out the [README](https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-spills-basic). 

## File Size  
Total dataset size: 890MB  
All 150 videos are contained in a single zipped folder (560MB).  
Video resolutions (all mp4):  
960 x 720 at 24fps  
960 x 640 at 24fps  
960 x 637 at 24fps  
960 x 384 at 24fps. 


## Resources   
+ [**Github README**](https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-spills-basic): full dataset and annotation descriptions  
+ [**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  
+ **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).

## Terms and Conditions
This work is licensed under a
[Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/). Both academic and commercial applications are allowed.


## Build better models faster with synthetic data
[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.  

[www.infinity.ai](https://infinity.ai)   |   [LinkedIn](https://www.linkedin.com/company/infinityai)   |   [Synthetic Data Blog](https://medium.com/infinity-ai)