Abstract: The aim of this paper is to present the methodology for hand detection and propose the finger detection method. The detected hand and finger can be used to implement the non-contact mouse.

Sign Language to Text Conversion is a real-time system that uses a camera to capture hand gestures and translates them into text, words, and sentences using Computer Vision and Machine Learning.

values were $\mathbf{9 9. 5 0 \%}$ and $\mathbf{9 9. 0 1 \%}$, respectively, for the YOLOv8 model. This demonstrates that YOLOv8 is the best-performing model for traffic sign detection in Indonesia.