image_scorer

• image_scorer
  • Experiments
  • Usage
    • Create images.json
    • Web service
    • Aesthetic prediction and similarity
  • Tests
  • Contribute
  • TODO
    • Additional improvements
  • BUGS
    • Preference

Web application for capturing image scores. Different experiments for capturing the image ratings.

Experiments

• Score an image
• Rate an image
• Preference
• Similarity

Score an image based on 1 to 10. Skip means give no rating, and back to the last rating to re-rate it.

Get a predicted score, and modify it to the rating you think it should be. -- down by 1.0, - down by 0.1, + up by 0.1 ++ up by 1.0.

Pick a image you prefer out of the list of 4 images. Alternative of best of 2 images.

Usage

git clone https://github.com/rockerBOO/image_scorer
cd image_scorer

Create images.json

We use images.json to create a list of images to rate. Images must be stored in images/ in the main directory. (Not ideal, but how it works)

python make_images_json.py images

Puts the images.json into priv/images.json

These images will be viewable though images/ URL.

Web service

Runs the web service for the UI

gleam run

 Compiled in 0.01s
  Running image_scorer.main
Listening on http://localhost:3030
Hello from image_scorer!

Then you can go to the web service:

http://localhost:3000/

Aesthetic prediction and similarity

Running the aesthetic predictive and similarity models. Using poetry to do package management.

poetry run uvicorn ae_scorer_server:app --port 3031

Loading CLIP ViT-L-14...
INFO:     Started server process [2399229]
INFO:     Waiting for application startup.
INFO:     Application startup complete.
INFO:     Uvicorn running on http://127.0.0.1:3031 (Press CTRL+C to quit)

No cross domain implementation, currently.

Tests

gleam test

Contribute

Not open for improvements as it's still a work in progress, but any feedback is open and welcome.

TODO

• Finish rate.html plus/minus
• Finish similarity file upload
• Finish similarity dataset
• Cleanup JS
• Cleanup styling
• Complete model hosting
• Deploy

Additional improvements

• Save each latent and CLIP image embeddings for the images

BUGS

There are no bugs. … Gotcha.

Preference

• Preference when one of the items is 404 causes it the crash and can't proceed