137 citations · 694 across the 38 of their papers we have counts for
4 papers · 1 filter
Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery
Thomas Kurmann, Pablo Marquez Neila, Xiaofei Du +4
Detection of surgical instruments plays a key role in ensuring patient safety in minimally invasive surgery. In this paper, we present a novel method for 2D vision-based recognitio…
Pathological OCT Retinal Layer Segmentation using Branch Residual U-shape Networks
Stefanos Apostolopoulos, Sandro De Zanet, Carlos Ciller +2
The automatic segmentation of retinal layer structures enables clinically-relevant quantification and monitoring of eye disorders over time in OCT imaging. Eyes with late-stage dis…
Expected exponential loss for gaze-based video and volume ground truth annotation
Laurent Lejeune, Mario Christoudias, Raphael Sznitman
Many recent machine learning approaches used in medical imaging are highly reliant on large amounts of image and ground truth data. In the context of object segmentation, pixel-wis…
Learning Active Learning from Data
Ksenia Konyushkova, Raphael Sznitman, Pascal Fua
In this paper, we suggest a novel data-driven approach to active learning (AL). The key idea is to train a regressor that predicts the expected error reduction for a candidate samp…