«Polygonia»: a revolutionary approach to valuating diamonds and art

stack
Laravel, React Native, Python
service
IT product development
AI model development
development period
2 months
Probably, each of us has dreamt of having the ability to instantly determine the price of a unique piece of jewelry without resorting to complex calculations or lengthy consultations with jewelers. The "Polygonia" project can perfectly handle this task. What makes it great, and how can it calculate the value of diamonds and paintings?

Polygonia is a mobile application equipped with an AI model capable of determining the cost of diamonds and artworks based on the calculated number of singularities and polygons.
Task
After signing the contract, the client explained that he envisions his product as a mobile application with integrated artificial intelligence.
Our goals include:
  • Developing the app interface
  • Building an AI model that identifies singularities/polygons in diamonds/paintings
In training the AI to calculate singularities in a diamond, the following steps are involved:
  • Determining the dimensions of the diamond
  • Determining the carat weight of the diamond
  • Counting the singularities (their category) in the diamond
  • Determining the value of each category individually
  • Calculating the total value of the diamond based on the obtained data
In training the AI to calculate singularities in a diamond, the following steps are included:
  • Identifying the artist and size of the painting
  • Counting the polygons
  • Identifying polygon categories and the value of each, calculating the total quantity
  • Determining the total value of the painting based on the obtained data
Implementation

At the moment, we are actively developing the diamond branch: we are teaching the AI model to assess its depth.

To date, the model, based on a photograph, can determine the relative shapes of objects, which will subsequently be applicable for identifying singularities and their categories, upon which the price of the diamond will depend.

There are three of them:
  • first category — cubic singularities (most expensive)
  • second category — triangular (medium price)
  • third category — linear singularities (lowest price)
Once we've taught the AI to work with singularities and determine the value of a diamond, we'll move on to training it to work with polygons, so that we can also have the ability to determine the value of paintings.

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