[HTML][HTML] Machine learning for surgical phase recognition: a systematic review

CR Garrow, KF Kowalewski, L Li, M Wagner… - Annals of …, 2021 - journals.lww.com
Objective: To provide an overview of ML models and data streams utilized for automated
surgical phase recognition. Background: Phase recognition identifies different steps and …

SV-RCNet: workflow recognition from surgical videos using recurrent convolutional network

Y Jin, Q Dou, H Chen, L Yu, J Qin… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
We propose an analysis of surgical videos that is based on a novel recurrent convolutional
network (SV-RCNet), specifically for automatic workflow recognition from surgical videos …

State-of-the-art of situation recognition systems for intraoperative procedures

D Junger, SM Frommer, O Burgert - Medical & Biological Engineering & …, 2022 - Springer
One of the key challenges for automatic assistance is the support of actors in the operating
room depending on the status of the procedure. Therefore, context information collected in …

LAST: LAtent space-constrained transformers for automatic surgical phase recognition and tool presence detection

R Tao, X Zou, G Zheng - IEEE Transactions on Medical Imaging, 2023 - ieeexplore.ieee.org
When developing context-aware systems, automatic surgical phase recognition and tool
presence detection are two essential tasks. There exist previous attempts to develop …

M2CAI workflow challenge: Convolutional neural networks with time smoothing and hidden Markov model for video frames classification

R Cadene, T Robert, N Thome, M Cord - arXiv preprint arXiv:1610.05541, 2016 - arxiv.org
Our approach is among the three best to tackle the M2CAI Workflow challenge. The latter
consists in recognizing the operation phase for each frames of endoscopic videos. In this …

Toward an interoperable, intraoperative situation recognition system via process modeling, execution, and control using the standards BPMN and CMMN

D Junger, E Just, JM Brandenburg, M Wagner… - International journal of …, 2024 - Springer
Purpose For the modeling, execution, and control of complex, non-standardized
intraoperative processes, a modeling language is needed that reflects the variability of …

RETRACTED ARTICLE: Multimodal interface interaction design model based on dynamic augmented reality

F Kong, Y Wang - Multimedia Tools and Applications, 2019 - Springer
New channels, new carriers continue to produce new data types, how to deal with complex
and volatile multi-source data under IoT big data environment has become an important …

[图书][B] Towards Intelligent Surgery: dynamic surgical video analysis with deep learning

Y Jin - 2019 - search.proquest.com
With advancements in medicine and information technologies, the operating room has
undergone tremendous transformations evolving into a highly complicated and …