--- license: apache-2.0 --- # Model Card for AVA Image Clip Embeddings The AVA image dataset is a collection of digital photos with ratings. It was used to create the visual scorer that evaluated the images in Laion 5B to create the the Laion-Aesthetics dataset https://github.com/imfing/ava_downloader/ “AVA: A Large-Scale Database for Aesthetic Visual Analysis”. Naila Murray, Luca Marchesotti, Florent Perronnin, CVPR 2012. New aesthetics scorer: https://github.com/kenjiqq/aesthetics-scorer/ Original aesthetics scorer: https://github.com/christophschuhmann/improved-aesthetic-predictor/ 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" * "laion/CLIP-ViT-L-14-laion2B-s32B-b82K" https://github.com/mlfoundations/open_clip **Not all images were processed!** Refer to the parquet for the succesfully processed images. The parquet fields are - "image_name", #same id as AVA csv - "pooled_output" - "projected_embedding"