Differences in the annotation between facial images and videos for training an artificial intelligence for skin type determination.

Gabriele Maria Lehner Laura Gockeln Bettina Marie Naber Janis Raphael Thamm Sandra SchuhGabriel DuttlerAnna RottenkolberDennis Hartmann Frank Kramer Julia Welzel

Published in: Skin research and technology : official journal of International Society for Bioengineering and the Skin (ISBS) [and] International Society for Digital Imaging of Skin (ISDIS) [and] International Society for Skin Imaging (ISSI) (2024)

The present study shows significant differences between the two evaluation methods using image or video analysis. In addition, the evaluation of the skin analysis depends on subjective criteria. Therefore, when training the AI, we recommend regular training of the annotating individuals and cross-validation of the annotation.

Keyphrases

artificial intelligence
deep learning
machine learning
big data
soft tissue
virtual reality
convolutional neural network
wound healing
depressive symptoms
optical coherence tomography
physical activity
high resolution
mass spectrometry
single cell
solid phase extraction
clinical evaluation