
# 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"


{"license": "apache-2.0"}
license:apache-2.0 region:us
TAGS
#license-apache-2.0 #region-us 


# 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

URL

“AVA: A Large-Scale Database for Aesthetic Visual Analysis”. 

Naila Murray, Luca Marchesotti, Florent Perronnin, CVPR 2012.



New aesthetics scorer: URL

Original aesthetics scorer: URL

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"

URL

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"


# 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

URL

“AVA: A Large-Scale Database for Aesthetic Visual Analysis”. 

Naila Murray, Luca Marchesotti, Florent Perronnin, CVPR 2012.



New aesthetics scorer: URL

Original aesthetics scorer: URL

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"

URL

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"
TAGS
#license-apache-2.0 #region-us 
 # 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

URL

“AVA: A Large-Scale Database for Aesthetic Visual Analysis”. 

Naila Murray, Luca Marchesotti, Florent Perronnin, CVPR 2012.



New aesthetics scorer: URL

Original aesthetics scorer: URL

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"

URL

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"