Automatic Segmentation of Periodontal Tissue Ultrasound Images with Artificial Intelligence: A Novel Method for Improving Dataset Quality.

Radu ChiforMircea HotoleanuTiberiu MaritaTudor ArsenescuMihai Adrian SocaciuIulia Clara BadeaIoana Chifor

Published in: Sensors (Basel, Switzerland) (2022)

The proposed quality check and correction method by evaluating in the 3D space the operator's ground truth segmentation had a positive impact on the quality of the datasets demonstrated through higher IoU after retraining the models using the corrected dataset.

Keyphrases

deep learning
artificial intelligence
convolutional neural network
machine learning
big data
magnetic resonance imaging
quality improvement
optical coherence tomography
single cell
rna seq
ultrasound guided