Challenge
10Beauty set out to automate applying nail polish and preparing nails, requiring a robust computer vision system for precise 3D hand positioning and nail segmentation across diverse skin tones.
Solution
We delivered a highly accurate 3D positioning system and nail-segmentation pipeline, improving efficiency by over 10x and paving the way for the first production prototypes.
Results
- Accurate 3D hand and nail positioning using stereo vision
- Precise nail segmentation (accuracy greater than 0.25mm)
- Pipeline handles diverse skin and nail combinations
- Scalable solution with continuous performance improvement
Technology
Open3D · OpenCV · Python · Jupyter Notebook · Matplotlib · PyTest · AWS
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