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  > DOZE-GUARD-RLDD [Real-Time Distracted Driver Detection] is a vision-language encoder model fine-tuned from google/siglip2-base-patch16-224 for binary image classification. It is trained to detect whether a person in the image is drowsy or non-drowsy using the SiglipForImageClassification architecture.
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  > [!note]
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  *SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features* https://arxiv.org/pdf/2502.14786
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  ## Demo Inference
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  ![Screenshot 2025-05-14 at 19-20-23 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/DbJ7FDMBoUtJqJwZUamuq.png)
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  ![Screenshot 2025-05-14 at 19-05-19 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/ddSxiC_PI_RNxY88_HNv4.png)
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  ![Screenshot 2025-05-14 at 19-06-47 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/nqKuxGZPysUPH5Jy87A2B.png)
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  ## Intended Use
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  **DOZE-GUARD-RLDD** is useful in scenarios such as:
 
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  > DOZE-GUARD-RLDD [Real-Time Distracted Driver Detection] is a vision-language encoder model fine-tuned from google/siglip2-base-patch16-224 for binary image classification. It is trained to detect whether a person in the image is drowsy or non-drowsy using the SiglipForImageClassification architecture.
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+ > [!note]
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+ > DOZE GUARD RLDD detection works best with crisp and high-quality images. Noisy images are not recommended for validation.
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  > [!note]
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  *SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features* https://arxiv.org/pdf/2502.14786
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  ## Demo Inference
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  ![Screenshot 2025-05-14 at 19-20-23 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/DbJ7FDMBoUtJqJwZUamuq.png)
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  ![Screenshot 2025-05-14 at 19-05-19 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/ddSxiC_PI_RNxY88_HNv4.png)
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  ![Screenshot 2025-05-14 at 19-06-47 DOZE-GUARD-RLDD.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/nqKuxGZPysUPH5Jy87A2B.png)
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  ## Intended Use
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  **DOZE-GUARD-RLDD** is useful in scenarios such as: