https://github.com/mathyouf/ranked-aesthetic-scorer
Created as a change to the improved-aesthetic-scorer that allows for using ranked/pairwise datasets to train the aesthetic scorer
https://github.com/mathyouf/ranked-aesthetic-scorer
Last synced: 3 months ago
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Created as a change to the improved-aesthetic-scorer that allows for using ranked/pairwise datasets to train the aesthetic scorer
- Host: GitHub
- URL: https://github.com/mathyouf/ranked-aesthetic-scorer
- Owner: mathyouf
- Created: 2022-12-20T09:37:52.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-01-27T22:08:59.000Z (over 3 years ago)
- Last Synced: 2025-10-10T00:26:24.589Z (9 months ago)
- Language: HTML
- Size: 60.7 MB
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# ranked-aesthetic-scorer
A changed version of the [LAION Aesthetics](https://laion.ai/blog//) model called the [improved-aesthetic-predictor](https://github.com/christophschuhmann/improved-aesthetic-predictor)
## Data
### Toloka
Idea (from Charles): Use rule of 3, (3/total for rater scores). In general, don't use the probability scores of 0.0 or 1.0
Idea: Use [inter-rater reliability coefficient](https://en.wikipedia.org/wiki/Inter-rater_reliability) as a metric to be directly guessed by the model
> Reliable raters agree with the "official" rating of a performance.
> Reliable raters agree with each other about the exact ratings to be awarded.
> Reliable raters agree about which performance is better and which is worse.
> Reliable raters behave like independent witnesses. They demonstrate their independence by disagreeing slightly. This behavior can be evaluated by the Rasch model.
### Reddit
Idea: Compare posts which were posted within an hour of each other in the time of day
Idea: Compare subreddits about learning a skill vs pro stuff from that skill (photography, beginnerphotography) (photorealism/ learntodraw)
[Nature Network](https://www.reddit.com/r/sfwpornnetwork/wiki/network/#wiki_nature)
`python data/processURS.py`
HF Dataset Location: https://huggingface.co/datasets/MathYouF/reddit-urs-sfw-nature
# Sites
[Disagreement Images >70%](https://mathyouf.github.io/ranked-aesthetic-scorer/sites/top_10_percent.html)
[HIPLOT of Embeddings](https://mathyouf.github.io/ranked-aesthetic-scorer/sites/aes_hiplot.html)