Publications
Assessment of the use of webcam based workflow detection for providing real-time feedback in central venous catheterization training.
Imaging Network Ontario (IMNO).
Rebecca_ImNO2018_07.pdf (312.14 KB)
(2018). 
Real-time workflow detection using webcam video for providing real-time feedback in central venous catheterization training.
SPIE Medical Imaging 2018: Image-Guided Procedures, Robotic Interventions, and Modeling.
RHisey_SPIE2018_Full_02.pdf (749.23 KB)
(2018). 
Comparison of convolutional neural networks for central venous catheterization tool detection.
Imaging Network of Ontario Symposium.
RHisey_ImNO2019.pdf (464.16 KB)
(2019). 
Retraining MobileNet with highly variable data for tool detection in central venous catheterization.
17th Annual Imaging Network Ontario Symposium (ImNO).
Isen2019a.pdf (3.12 MB)
(2019). 
Utilizing a convolutional neural network for tool detection in central venous catheterization.
33rd International Congress & Exhibition on Computer Assisted Radiology and Surgery (CARS).
Isen2019b.pdf (129.5 KB)
(2019). 
Recognizing workflow tasks in central venous catheterization using convolutional neural networks and reinforcement learning.
International Conference on Computer Assisted Radiology and Surgery. 94-95.
RHisey_CARS_2020.pdf (152.24 KB)
(2020). 
Reinforcement learning approach for video-based task recognition in central venous catheterization.
Imaging Network of Ontario Symposium.
RHisey_ImNO2020.pdf (399.33 KB)
(2020). 
Central Line Tutor: using computer vision workflow recognition in a central venous catheterization training system.
Imaging Network of Ontario Symposium.
RHisey_ImNO2021.pdf (190.87 KB)
(2021). 
Object detection to compute performance metrics for skill assessment in central venous catheterization.
SPIE Medical Imaging.
ODriscoll2021a.pdf (322.11 KB)
(2021). 
Surgical tool tracking with object detection for performance assessment in central venous catheterization.
Imaging Network of Ontario Symposium.
ODriscoll2021b.pdf (151.14 KB)
(2021). 
System for central venous catheterization training using computer vision-based workflow feedback.
IEEE Transactions on Biomedical Engineering.
(2021). Ultrasound Probe Pose Classification for Task Recognition in Central Venous Catheterization.
Imaging Network of Ontario Symposium.
CBarr2021a.pdf (391.8 KB)
(2021). 
Ultrasound Probe Pose Classification for Task Recognition in Central Venous Catheterization.
43rd Conference of the IEEE Engineering Medicine and Biology Society.
(2021). Evaluating Faster R-CNN for cataract surgery tool detection using microscopy video.
(Hisey, R., Ed.).Imaging Network of Ontario Symposium.
(2022). Feasibility of object detection for skill assessment in central venous catheterization.
SPIE Medical Imaging.
ODriscoll2022a.pdf (629.59 KB)
(2022). 
Feasibility of using object detection for performance assessment in central venous catherization.
Imaging Network of Ontario Symposium.
ODriscoll2022b.pdf (183 KB)
(2022). 
Identifying tissues for task recognition in training of open inguinal hernia repairs.
Imaging Network of Ontario Symposium.
Klosa2022b.pdf (116.1 KB)
(2022). 
Tissue segmentation for workflow recognition in open inguinal hernia repair training.
SPIE Medical Imaging.
Klosa2022a.pdf (385.41 KB)
(2022). 