logo
ResearchBunny Logo
Abstract
This study investigates the impact of data volume on the generalization capability of AI in surgical applications. Using a large-scale cholecystectomy video dataset (1243 videos), the researchers developed a deep learning system for surgical phase recognition. The system demonstrated high accuracy and generalization to new settings and unseen medical centers, highlighting the importance of large, diverse datasets for robust AI in surgery.
Publisher
Scientific Reports
Published On
Dec 17, 2020
Authors
Omri Bar, Daniel Neimark, Maya Zohar, Gregory D. Hager, Ross Girshick, Gerald M. Fried, Tamir Wolf, Dotan Asselmann
Tags
AI
surgery
data volume
deep learning
cholecystectomy
generalization
video dataset

Related Publications

Explore these studies to deepen your understanding of the subject.

Understanding continuance intention of artificial intelligence (AI)-enabled mobile banking applications: an extension of AI characteristics to an expectation confirmation model
Business

Understanding continuance intention of artificial intelligence (AI)-enabled mobile banking applications: an extension of AI characteristics to an expectation confirmation model

J. Lee, Y. Tang, et al.

Impact of an evidence-based training for educators on bystander intervention for the prevention of violence against LGBTI+ youth
Education

Impact of an evidence-based training for educators on bystander intervention for the prevention of violence against LGBTI+ youth

O. Rios-gonzalez, J. C. Peña-axt, et al.

The COVID-AGICT study: COVID-19 and advanced gastro-intestinal cancer surgical treatment. A multicentric Italian study on the SARS-CoV-2 pandemic impact on gastro-intestinal cancers surgical treatment during the 2020. Analysis of perioperative and short-term oncological outcomes
Medicine and Health

The COVID-AGICT study: COVID-19 and advanced gastro-intestinal cancer surgical treatment. A multicentric Italian study on the SARS-CoV-2 pandemic impact on gastro-intestinal cancers surgical treatment during the 2020. Analysis of perioperative and short-term oncological outcomes

G. Giuliani, F. Guerra, et al.

Systematic characterization of cleanroom-free fabricated macrovalves, demonstrating pumps and mixers for automated fluid handling tuned for organ-on-chip applications
Engineering and Technology

Systematic characterization of cleanroom-free fabricated macrovalves, demonstrating pumps and mixers for automated fluid handling tuned for organ-on-chip applications

E. G. B. M. Bossink, A. R. Vollertsen, et al.

Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 12+ languages.
No more digging through PDFs—just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny