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README.md

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 license: apache-2.0
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+# Model Card for LOGO Image Clip Embeddings
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+The Aesthetics LOGO image dataset is a collection of logos with ratings. It was used to create the visual scorer that evaluated the images in Laion 5B to create the the Laion-Aesthetics dataset
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+https://huggingface.co/datasets/ChristophSchuhmann/aesthetic-logo-ratings
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+
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+New aesthetics scorer: https://github.com/kenjiqq/aesthetics-scorer/
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+Original aesthetics scorer: https://github.com/christophschuhmann/improved-aesthetic-predictor/
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+They were processed with OpenClip BigG-14, L-14, and H-14 models.
+* "laion/CLIP-ViT-bigG-14-laion2B-39B-b160k"
+
+* "laion/CLIP-ViT-H-14-laion2B-s32B-b79K"
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+* "laion/CLIP-ViT-L-14-laion2B-s32B-b82K"
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+https://github.com/mlfoundations/open_clip
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+**Not all images were processed!**
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+Refer to the parquet for the succesfully processed images. 
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+The parquet fields are
+-'image_url'
+-'pooled_output'
+-'projected_embedding',
+-'professionalism_average'
+-'preference_average'
+-'number_of_raters'
+
+
+---
+license: apache-2.0
+---