Spatiotemporal Video Highlight by Neural Network Considering Gaze and Hands of Surgeon in Egocentric Surgical Videos

2021 ◽  
Author(s):  
Keitaro Yoshida ◽  
Ryo Hachiuma ◽  
Hisako Tomita ◽  
Jingjing Pan ◽  
Kris Kitani ◽  
...  
Keyword(s):  
Neural Network ◽  
Surgical Videos

scholarly journals Specular Reflections Detection and Removal Based on Deep Neural Network for Endoscope Images

2021 ◽  
Author(s):  
Tianyu Liu ◽  
chongyu wang ◽  
Junyu Chang ◽  
Liangjing Yang
Keyword(s):  
Neural Network ◽  
Deep Neural Network ◽  
Specular Reflection ◽  
New Approach ◽  
Learning Framework ◽  
Specular Reflections ◽  
Clinical Purpose ◽  
Novel Model ◽  
Opening Up ◽  
Surgical Videos

Specular reflections have always been undesirable when processing endoscope vision for clinical purpose. Scene afflicted with strong specular reflection could result in visual confusion for the operation of surgical robot. In this paper, we propose a novel model based on deep learning framework, known as Surgical Fix Deep Neural Network (SFDNN). This model can effectively detect and fix the reflection points in different surgical videos hence opening up a whole new approach in handling undesirable specular reflections.

scholarly journals Specular Reflections Detection and Removal Based on Deep Neural Network for Endoscope Images

2021 ◽  
Author(s):  
Tianyu Liu ◽  
chongyu wang ◽  
Junyu Chang ◽  
Liangjing Yang
Keyword(s):  
Neural Network ◽  
Deep Neural Network ◽  
Specular Reflection ◽  
New Approach ◽  
Learning Framework ◽  
Specular Reflections ◽  
Clinical Purpose ◽  
Novel Model ◽  
Opening Up ◽  
Surgical Videos

Specular reflections have always been undesirable when processing endoscope vision for clinical purpose. Scene afflicted with strong specular reflection could result in visual confusion for the operation of surgical robot. In this paper, we propose a novel model based on deep learning framework, known as Surgical Fix Deep Neural Network (SFDNN). This model can effectively detect and fix the reflection points in different surgical videos hence opening up a whole new approach in handling undesirable specular reflections.

Autofluorescence spectroscopy of oral leukoplakia using an artificial neural network

2000 ◽  
Vol 25 (4) ◽  
pp. 325-325
Author(s):  
J.L.N. Roodenburg ◽  
H.J. Van Staveren ◽  
N.L.P. Van Veen ◽  
O.C. Speelman ◽  
J.M. Nauta ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Oral Leukoplakia ◽  
Autofluorescence Spectroscopy ◽  
Artificial Neural

1902: Is Steinstrasse After ESWL of Renal Stones Predictable? Artificial Neural Network Analysis

2004 ◽  
Vol 171 (4S) ◽  
pp. 502-503
Author(s):  
Mohamed A. Gomha ◽  
Khaled Z. Sheir ◽  
Saeed Showky ◽  
Khaled Madbouly ◽  
Emad Elsobky ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Network Analysis ◽  
Renal Stones ◽  
Neural Network Analysis ◽  
Artificial Neural Network Analysis ◽  
Artificial Neural
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