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20182025
most citedOn the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis

21 citations · 46 across the 9 of their papers we have counts for

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11 papers · 1 filter

cs.CV2024

Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion Models

Danush Kumar Venkatesh, Dominik Rivoir, Micha Pfeiffer +2

In computer-assisted surgery, automatically recognizing anatomical organs is crucial for understanding the surgical scene and providing intraoperative assistance. While machine lea…

cs.CV2024★ 2 cited

PitVis-2023 Challenge: Workflow Recognition in videos of Endoscopic Pituitary Surgery

Adrito Das, Danyal Z. Khan, Dimitrios Psychogyios +29

The field of computer vision applied to videos of minimally invasive surgery is ever-growing. Workflow recognition pertains to the automated recognition of various aspects of a sur…

cs.CV2024

SurgicaL-CD: Generating Surgical Images via Unpaired Image Translation with Latent Consistency Diffusion Models

Danush Kumar Venkatesh, Dominik Rivoir, Micha Pfeiffer +1

Computer-assisted surgery (CAS) systems are designed to assist surgeons during procedures, thereby reducing complications and enhancing patient care. Training machine learning mode…

cs.CV2023★ 2 cited

Exploring Semantic Consistency in Unpaired Image Translation to Generate Data for Surgical Applications

Danush Kumar Venkatesh, Dominik Rivoir, Micha Pfeiffer +4

In surgical computer vision applications, obtaining labeled training data is challenging due to data-privacy concerns and the need for expert annotation. Unpaired image-to-image tr…

cs.CV2023★ 12 cited

TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase Recognition

Isabel Funke, Dominik Rivoir, Stefanie Krell +1

Objective: To enable context-aware computer assistance in the operating room of the future, cognitive systems need to understand automatically which surgical phase is being perform…

cs.CV2023★ 8 cited

Metrics Matter in Surgical Phase Recognition

Isabel Funke, Dominik Rivoir, Stefanie Speidel

Surgical phase recognition is a basic component for different context-aware applications in computer- and robot-assisted surgery. In recent years, several methods for automatic sur…