Robust near real-time estimation of physiological parameters from megapixel multispectral images with inverse Monte Carlo and random forest regression

被引:0
|
作者
Sebastian J. Wirkert
Hannes Kenngott
Benjamin Mayer
Patrick Mietkowski
Martin Wagner
Peter Sauer
Neil T. Clancy
Daniel S. Elson
Lena Maier-Hein
机构
[1] Computer-Assisted Interventions,Department for General, Visceral and Transplantation Surgery
[2] German Cancer Research Center,Department of Gastroenterology, Toxicology and Infectious Diseases
[3] Heidelberg University Hospital,Hamlyn Centre for Robotic Surgery, Institute of Global Health Innovation
[4] University Hospital Heidelberg,Department of Surgery and Cancer
[5] Imperial College London,undefined
[6] Imperial College London,undefined
关键词
Multispectral imaging; Oxygenation; Inverse Monte Carlo; Regression; Random forest; Anastomosis; Perfusion;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:909 / 917
页数:8
相关论文
共 11 条
  • [1] Robust near real-time estimation of physiological parameters from megapixel multispectral images with inverse Monte Carlo and random forest regression
    Wirkert, Sebastian J.
    Kenngott, Hannes
    Mayer, Benjamin
    Mietkowski, Patrick
    Wagner, Martin
    Sauer, Peter
    Clancy, Neil T.
    Elson, Daniel S.
    Maier-Hein, Lena
    [J]. INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2016, 11 (06) : 909 - 917
  • [2] Real-Time Head Pose Estimation Based on Kalman Filter and Random Regression Forest
    Li, Chenglong
    Zhong, Fan
    Ma, Xin
    Qin, Xueying
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2017, 29 (12): : 2309 - 2316
  • [3] Real-Time Human Object Motion Parameters Estimation from Depth Images
    Tsao, I-Chung
    Huang, Chung-Lin
    [J]. 2012 21ST INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR 2012), 2012, : 829 - 832
  • [4] Real-Time State of Charge Estimation of Lithium-Ion Batteries Using Optimized Random Forest Regression Algorithm
    Hossain Lipu, M. S.
    Hannan, M. A.
    Hussain, Aini
    Ansari, Shaheer
    Rahman, S. A.
    Saad, Mohamad H. M.
    Muttaqi, K. M.
    [J]. IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 8 (01): : 639 - 648
  • [5] Ultra-fast near real-time estimation of troposphere parameters and coordinates from GPS data
    Tondas, D.
    Kaplon, J.
    Rohm, W.
    [J]. MEASUREMENT, 2020, 162
  • [6] Real-time inverse estimation of multi-directional random waves from vessel-motion sensors using Kalman filter
    Kim, HanSung
    Park, JeongYong
    Jin, Chungkuk
    Kim, MooHyun
    Lee, DongYoung
    [J]. OCEAN ENGINEERING, 2023, 280
  • [7] Ensemble random forest and deep convolutional neural networks in detecting and classifying the multiple intrusions from near real-time cloud datasets
    Khan, Minhaj
    Haroon, Mohd.
    [J]. SECURITY AND PRIVACY, 2024,
  • [8] Critical bounds on noise and SNR for robust estimation of real-time brain activity from functional near infra-red spectroscopy
    Aqil, Muhammad
    Jeong, Myung Yung
    [J]. NEUROIMAGE, 2018, 176 : 321 - 353
  • [9] Conditional Generative Adversarial Networks (cGANs) for Near Real-Time Precipitation Estimation from Multispectral GOES-16 Satellite Imageries-PERSIANN-cGAN
    Hayatbini, Negin
    Kong, Bailey
    Hsu, Kuo-lin
    Phu Nguyen
    Sorooshian, Soroosh
    Stephens, Graeme
    Fowlkes, Charless
    Nemani, Ramakrishna
    Ganguly, Sangram
    [J]. REMOTE SENSING, 2019, 11 (19)
  • [10] Near Real-Time Estimation of Super-Resolved Depth and All-In-Focus Images from a Plenoptic Camera Using Graphics Processing Units
    Luke, J. P.
    Nava, F. P'erez
    Marichal-Hernandez, J. G.
    Rodriguez-Ramos, J. M.
    Rosa, F.
    [J]. INTERNATIONAL JOURNAL OF DIGITAL MULTIMEDIA BROADCASTING, 2010, 2010