activity
20162023
most citedThe Medical Segmentation Decathlon

1.3k citations · 5.6k across the 60 of their papers we have counts for

collaborators
Showing 2017Show all

6 papers · 1 filter

cs.CV2017

Exploiting the potential of unlabeled endoscopic video data with self-supervised learning

Tobias Ross, David Zimmerer, Anant Vemuri +12

Surgical data science is a new research field that aims to observe all aspects of the patient treatment process in order to provide the right assistance at the right time. Due to t…

cs.CV2017★ 2 cited

Endoscopic Depth Measurement and Super-Spectral-Resolution Imaging

Jianyu Lin, Neil T. Clancy, Yang Hu +5

Intra-operative measurements of tissue shape and multi/ hyperspectral information have the potential to provide surgical guidance and decision making support. We report an optical…

cs.CV2017★ 55 cited

Uncertainty-Aware Organ Classification for Surgical Data Science Applications in Laparoscopy

S. Moccia, S. J. Wirkert, H. Kenngott +6

Objective: Surgical data science is evolving into a research field that aims to observe everything occurring within and around the treatment process to provide situation-aware data…

physics.med-ph2017★ 59 cited

Context encoding enables machine learning-based quantitative photoacoustics

Thomas Kirchner, Janek Gröhl, Lena Maier-Hein

Real-time monitoring of functional tissue parameters, such as local blood oxygenation, based on optical imaging could provide groundbreaking advances in the diagnosis and intervent…

cs.CY2017★ 4 cited

What does it all mean? Capturing Semantics of Surgical Data and Algorithms with Ontologies

Darko Katić, Maria Maleshkova, Sandy Engelhardt +9

Every year approximately 234 million major surgeries are performed, leading to plentiful, highly diverse data. This is accompanied by a matching number of novel algorithms for the…

cs.CY2017★ 578 cited

Surgical Data Science: Enabling Next-Generation Surgery

Lena Maier-Hein, Swaroop Vedula, Stefanie Speidel +22

This paper introduces Surgical Data Science as an emerging scientific discipline. Key perspectives are based on discussions during an intensive two-day international interactive wo…