"Train one, Classify one, Teach one" -- Cross-surgery transfer learning for surgical step recognition

no code implementations • 24 Feb 2021 • Daniel Neimark, Omri Bar, Maya Zohar, Gregory D. Hager, Dotan Asselmann

Such pre-training enables TSAN to learn workflow steps of a new laparoscopic procedure type from only a small number of labeled samples from the target procedure.

BIG-bench Machine Learning Self-Supervised Learning +3

Video Transformer Network

1 code implementation • 1 Feb 2021 • Daniel Neimark, Omri Bar, Maya Zohar, Dotan Asselmann

This paper presents VTN, a transformer-based framework for video recognition.

Action Classification Action Recognition In Videos +1

Accurate Detection of Out of Body Segments in Surgical Video using Semi-Supervised Learning

no code implementations • MIDL 2019 • Maya Zohar, Omri Bar, Daniel Neimark, Gregory D. Hager, Dotan Asselmann

Training a deep model to detect out-of-body and non-relevant segments in surgical videos requires suitable labeling.

DeepGestalt - Identifying Rare Genetic Syndromes Using Deep Learning

no code implementations • 23 Jan 2018 • Yaron Gurovich, Yair Hanani, Omri Bar, Nicole Fleischer, Dekel Gelbman, Lina Basel-Salmon, Peter Krawitz, Susanne B Kamphausen, Martin Zenker, Lynne M. Bird, Karen W. Gripp

Facial analysis technologies have recently measured up to the capabilities of expert clinicians in syndrome identification.

Medical Genetics