---
license: apache-2.0
---
Experimental opinionated aesthetic score models. [See GitHub for more info](https://github.com/city96/CityClassifiers)

## CityAesthetics - Anime

[Training/inference code](https://github.com/city96/CityClassifiers) | [Live Demo](https://huggingface.co/spaces/city96/CityAesthetics-demo)

#### Intentional biases

- Completely negative towards real life photos (ideal score of 0%)
- Strongly Negative towards text (subtitles, memes, etc) and manga panels
- Fairly negative towards 3D and to some extent 2.5D images
- Negative towards western cartoons and stylized images (chibi, parody)

#### Issues

- Tends to filter male characters due to being underrepresented in the training set
- Requires at least 1 subject to be present in the image - doesn't work for scenery/landscapes
- Noticeable positive bias towards anime characters with animal ears
- Hit-or-miss with AI generated images due to style/quality not being correlated