# Smart Mirror: Intelligent Makeup Recommendation and Synthesis

arXiv: https://arxiv.org/abs/1709.07566 · HTML: https://mlsanity.com/paper/1709.07566/

## Key facts

- Cited by 4 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 22 Sep 2017.

## Built on by (most cited first, 4 of 4)

- [More than One Step at a Time: Designing Procedural Feedback for Non-visual Makeup Routines](https://mlsanity.com/paper/2507.03942/) (2025)
- [Improving the Accuracy of Beauty Product Recommendations by Assessing Face Illumination Quality](https://mlsanity.com/paper/2309.04022/) (2023)
- [Gorgeous: Create Your Desired Character Facial Makeup from Any Ideas](https://mlsanity.com/paper/2404.13944/) (2024)
- [A Color Image Analysis Tool to Help Users Choose a Makeup Foundation Color](https://mlsanity.com/paper/2407.05553/) (2024)

## Abstract (arXiv)

The female facial image beautification usually requires professional editing softwares, which are relatively difficult for common users. In this demo, we introduce a practical system for automatic and personalized facial makeup recommendation and synthesis. First, a model describing the relations among facial features, facial attributes and makeup attributes is learned as the makeup recommendation model for suggesting the most suitable makeup attributes. Then the recommended makeup attributes are seamlessly synthesized onto the input facial image.