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@@ -20,7 +20,7 @@ Safe-CLIP, introduced in the paper [**Safe-CLIP: Removing NSFW Concepts from Vis
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  Based on the CLIP model, Safe-CLIP is fine-tuned to serve the association between linguistic and visual concepts, ensuring **safer outputs** in text-to-image and image-to-text retrieval and generation tasks.
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  ## NSFW Definition
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- In our work, with inspiration taken from this [paper](https://arxiv.org/abs/2211.05105), we define NSFW as a finite and fixed set concepts that are considered inappropriate, offensive, or harmful to individuals. These concepts are divided into twenty categories: _hate, harassment, violence, suffering, humiliation, harm, suicide, sexual, nudity, bodily fluids, blood, obscene gestures, illegal activity, drug use, theft, vandalism, weapons, child abuse, brutality and cruelty_.
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  #### Use with Transformers
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  See the snippet below for usage with Transformers:
 
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  Based on the CLIP model, Safe-CLIP is fine-tuned to serve the association between linguistic and visual concepts, ensuring **safer outputs** in text-to-image and image-to-text retrieval and generation tasks.
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  ## NSFW Definition
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+ In our work, with inspiration taken from this [paper](https://arxiv.org/abs/2211.05105), we define NSFW as a finite and fixed set concepts that are considered inappropriate, offensive, or harmful to individuals. These concepts are divided into seven categories: _hate, harassment, violence, self-harm, sexual, shocking and illegal activities_.
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  #### Use with Transformers
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  See the snippet below for usage with Transformers: