It's Metafilter's 20th anniversary! To celebrate, scan some cats or help fund Mefi! I guess I'm a little surprised that one can't submit one's own portrait for "beautification". Or am I just missing the link? Warning: Use of this product may attract people who use this product.
Data-Driven Enhancement of Facial Attractiveness
Data-Driven Enhancement of Facial Attractiveness | Hacker News
Active Appearance Models are a extension of Active Shape Modeling, effectively taking a set of landmark points on a shape in this case a face , and averaging them out to the 'average shape' of the face. AAMs take it to the next level by taking this average face and warping the original landmarked face to the average shape. From here it takes the average of the textures of the face, producing eigenvectors. These vectors would be used as a unique identifier if the program was running some form of face recognition. In lieu of face recognition something you can use the averaged AAM face for it recreating a face BASED off the average say for this paper's example: beauty. By generating an averaged AAM model off only those subjects that scored an 8 out of 10 or above, you create the 'average attractive face'.
Data-driven enhancement of facial attractiveness
Abstract : When human raters are presented with a collection of shapes and asked to rank them according to their aesthetic appeal, the results often indicate that there is a statistical consensus among the raters. Yet it might be difficult to define a succinct set of rules that capture the aesthetic preferences of the raters. In this work, we explore a data-driven approach to aesthetic enhancement of such shapes. Specifically, we focus on the challenging problem of enhancing the aesthetic appeal or the attractiveness of human faces in frontal photographs portraits , while maintaining close similarity with the original. The key component in our approach is an automatic facial attractiveness engine trained on datasets of faces with accompanying facial attractiveness ratings collected from groups of human raters.
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