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  # BRIA Background Removal v1.4 Model Card
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- 100% automatically Background removal capability across all categories and image types that capture the variety of the world.
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- Built and validated on a comprehensive dataset containing an equal distribution of general stock images, eComm, gaming and ads.
 
 
 
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  ![examples](t4.png)
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  ### Model Description
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  - **Developed by:** [BRIA AI](https://bria.ai/)
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- - **Model type:** Background removal image-to-image model
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  - **License:** [bria-rmbg-1.4](https://bria.ai/bria-huggingface-model-license-agreement/)
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  - The model is open for non-commercial use.
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  - Commercial use is subject to a commercial agreement with BRIA. [Contact Us](https://bria.ai/contact-us)
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- - **Model Description:** BRIA RMBG 1.4 is an image-to-image model trained exclusively on a professional-grade dataset.
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  ## Training data
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- Bria-RMBG model was trained over 12000 high quality, high resolution, fully licensed images.
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- The training set as well as the validation benchmark if a holistic representation of the commercial world containing a distribution of general stock images, eComm, gaming and ads.
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-
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  Distribution of images:
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  | Category | Distribution |
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  | -----------------------------------| -----------------------------------:|
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  | Single main foreground object | 51.42% |
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  | Multiple objects in the foreground | 48.58% |
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- All images were manualy labeled pixel-wise accuratly.
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  ## Qualitative Evaluation
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  # BRIA Background Removal v1.4 Model Card
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+ RMBG v1.4 is our state-of-the-art background removal model, designed to effectively separate foreground from background in a range of
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+ categories and image types. This model has been trained on a carefully selected dataset, which includes:
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+ general stock images, e-commerce, gaming, and advertising content, making it suitable for various use cases.
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+ Developed by BRIA AI, RMBG v1.4 is available as an open-source tool for non-commercial use.
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+
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  ![examples](t4.png)
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  ### Model Description
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  - **Developed by:** [BRIA AI](https://bria.ai/)
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+ - **Model type:** Background Removal
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  - **License:** [bria-rmbg-1.4](https://bria.ai/bria-huggingface-model-license-agreement/)
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  - The model is open for non-commercial use.
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  - Commercial use is subject to a commercial agreement with BRIA. [Contact Us](https://bria.ai/contact-us)
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+ - **Model Description:** BRIA RMBG 1.4 is an saliency segmentation model trained exclusively on a professional-grade dataset.
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  ## Training data
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+ Bria-RMBG model was trained over 12,000 high-quality, high-resolution, fully licensed images.
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+ All images were manualy labeled pixel-wise accuratly.
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+ For clarity, we provide our data distribution according to different categories, demonstrating our model’s versatility:
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  Distribution of images:
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  | Category | Distribution |
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  | -----------------------------------| -----------------------------------:|
 
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  | Single main foreground object | 51.42% |
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  | Multiple objects in the foreground | 48.58% |
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  ## Qualitative Evaluation
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