Automated segmentation of phases, steps, and tasks in laparoscopic cholecystectomy using deep learning.

Shruti R HegdeBabak NamaziNiyenth IyengarSarah CaoAlexis DesirCarolina MarquesHeidi MahnkenRyan P DumasGanesh Sankaranarayanan

Published in: Surgical endoscopy (2023)

The use of hierarchical task analysis for surgical video analysis has numerous applications in AI-based automated systems. Our results show that our tiered method of task analysis can successfully be used to train a DL model.

Keyphrases

deep learning
machine learning
artificial intelligence
high throughput
convolutional neural network
mass spectrometry