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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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  [CLICK HERE FOR A DEMO](https://huggingface.co/spaces/briaai/BRIA-RMBG-1.4)
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  ![examples](t4.png)
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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) for more information.
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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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  ## Architecture
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- RMBG v1.4 is developed on the [IS-Net](https://github.com/xuebinqin/DIS) enhanced with our unique training scheme and proprietary dataset. These modifications significantly improve the model’s accuracy and effectiveness in diverse image-processing scenarios.
 
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  ## Installation
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  ```bash
 
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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 commercial use cases powering enterprise content creation at scale.
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+ It is ideal where content safety, legally licensed datasets, and bias mitigation is paramount.
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+
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+ Developed by BRIA AI, RMBG v1.4 is available as an open-source model for non-commercial use.
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  [CLICK HERE FOR A DEMO](https://huggingface.co/spaces/briaai/BRIA-RMBG-1.4)
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  ![examples](t4.png)
 
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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 released under an open-source license 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) for more information.
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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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  ## Architecture
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+ RMBG v1.4 is developed on the [DIS neural network architecture](https://github.com/xuebinqin/DIS) enhanced with our unique training scheme and proprietary dataset.
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+ These modifications significantly improve the model’s accuracy and effectiveness in diverse image-processing scenarios.
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  ## Installation
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  ```bash