Web-video-mining-supported workflow modeling for laparoscopic surgeries

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• 作者：Rui Liu^a ; Xiaoli Zhang^a ; ^{xlzhang@mines.edu} ; Hao Zhang^b
• 关键词：Topic modeling ; Sentiment analysis ; Web video mining ; Surgical workflow modeling ; Laparoscopic surgery
• 刊名：Artificial Intelligence in Medicine
• 出版年：2016
• 出版时间：November 2016
• 年：2016
• 卷：74
• 期：Complete
• 页码：9-20
• 全文大小：2228 K
• 卷排序：74

文摘

An automatic video-mining method is developed to retrieve abundant highly-qualified web videos as the training data. A reliable SWM is generated to assist a surgical system with surgery understanding. This reliable and valuable knowledge is learned to support an intelligent surgical system in performing tasks such as abnormal surgery operation detection and instrument recommendation. It is feasible for an intelligent surgical system to learn reliable SWM knowledge in an economic way.