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Was bored the other day so figured I would give one of these a shot, uses a local mediapipe model for landmarks + some ratios I pulled off of various forums and studies. Purely bone/math/ratio based, I may implement features later such as eye color, skin tone, hair, skin texture, acne, etc.
Make sure the photo is dead straight with the eyes at a neutral position(the canthal tilt has lot of weight on the score and it will show as asymmetrical if the image is angled.
Scoring mechanism
How does it score??
There is a couple values for each ratio/measurement, there is the band(ideal range) as well as the ideal value, and a standard devation. If it is inside the band the lowest score possible is a 75, depending on how close it is to the ideal the score will be higher or lower. Once outside of the range the score goes down more depending on how far it is outside of the band, once it reaches outside of the standard deviation there is an even larger penalty(think of it like the storm from games where it ticks more the further it gets)
Then all of the scores for the measurements are averaged and weighed:
Then for the overall score all of these are averaged, and a .15x worst average score is applied as well as a curve score which is why the 1-10 score is different then just dividing the overall score by 10.
the actual individual scoring still works this way but the penalty section is what actually makes the score
Penalties:
Certain features have more or less weight depending on importance. Also, depending on how many bad features the person has there is another multiplier added. So if they have multiple very bad features(scores below 49 are bad, scores below 25 are very bad), it will add an extra multiplier(negative impact).
(outdated, for me to explain the new system I would need an entire other thread its fucking crazy)
Monetization:
In the future I am planning to monetize this or at least certain parts, extra stuff etc, not gonna leave u guys tho so all of yall will get lifetime if I put it behind a paywall
Contributors:
lookist - Found multiple issues/bugs and also recommended a new ratio("Iris vertical position")
ignazxan - helped with penalty system, ratings accuracy, weights, ratios, etc
feel free to leave any feedback, other measurements I should add, issues, etc