In this work we use fine-grained data of surgical devices and operating room equipment which is produced permanently during surgeries. This low-level data help ...
This low-level data help describing the current surgical phases and reflect real-time status of the endo- scope, insufflator, electrosurgical devices and light ...
This low-level data help describing the current surgical phases and reflect real-time status of the endoscope, insufflator, electrosurgical devices and light ...
Medical Devices. Conference Paper. Method for Intra-Surgical Phase Detection by Using Real-Time Medical Device Data. June 2017. DOI:10.1109/CBMS.2017.65.
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What is surgical phase recognition?
In this work we utilize surgical phase events recognized in surgical device data to learn prediction models and trigger online predictions for remaining ...
ML for surgical phase recognition can be performed with high accuracy, depending on the model, data type, and complexity of surgery.
Method for Intra-Surgical Phase Detection by Using Real-Time Medical Device Data. Norman Spangenberg, Christoph Augenstein, Bogdan Franczyk, Martin Wagner ...
It is noticeable that only endoscopic or laparoscopic videos are used for phase recognition (five approaches in total). With laparoscopic interventions as the ...
Nov 4, 2022 · The CNN model developed could detect and track surgical instruments in real time with a reduced number of parameters through down-sampling.
Method for Intra-Surgical Phase Detection by Using Real-Time Medical Device Data ... uses fine-grained data of surgical devices and operating room equipment ...