Validation of object detection in UAV-based images using synthetic data

no code implementations • 17 Jan 2022 • Eung-Joo Lee, Damon M. Conover, Shuvra S. Bhattacharyyaa, Heesung Kwon, Jason Hill, Kenneth Evensen

Using the synthetic datasets, we analyze detection accuracy in different imaging conditions as a function of the above parameters.

object-detection Object Detection

Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark

no code implementations • 30 Sep 2021 • Martin Wagner, Beat-Peter Müller-Stich, Anna Kisilenko, Duc Tran, Patrick Heger, Lars Mündermann, David M Lubotsky, Benjamin Müller, Tornike Davitashvili, Manuela Capek, Annika Reinke, Tong Yu, Armine Vardazaryan, Chinedu Innocent Nwoye, Nicolas Padoy, Xinyang Liu, Eung-Joo Lee, Constantin Disch, Hans Meine, Tong Xia, Fucang Jia, Satoshi Kondo, Wolfgang Reiter, Yueming Jin, Yonghao Long, Meirui Jiang, Qi Dou, Pheng Ann Heng, Isabell Twick, Kadir Kirtac, Enes Hosgor, Jon Lindström Bolmgren, Michael Stenzel, Björn von Siemens, Hannes G. Kenngott, Felix Nickel, Moritz von Frankenberg, Franziska Mathis-Ullrich, Lena Maier-Hein, Stefanie Speidel, Sebastian Bodenstedt

PURPOSE: Surgical workflow and skill analysis are key technologies for the next generation of cognitive surgical assistance systems.

Action Recognition Surgical phase recognition