Real-Time Respiratory Tumor Motion Prediction Based on a Temporal Convolutional Neural Network: Prediction Model Development Study

Real-Time Respiratory Tumor Motion Prediction Based on a Temporal Convolutional Neural Network: Prediction Model Development Study

BackgroundThe dynamic tracking of tumors with radiation beams in radiation therapy requires the prediction of real-time target locations prior to beam delivery, as treatment involving radiation beams and gating tracking results in time latency. ObjectiveIn this st...

Full description

Bibliographic Details
Main Authors:	Panchun Chang, Jun Dang, Jianrong Dai, Wenzheng Sun
Format:	Article
Language:	English
Published:	JMIR Publications 2021-08-01
Series:	Journal of Medical Internet Research
Online Access:	https://www.jmir.org/2021/8/e27235

Similar Items

Effect of machine learning methods on predicting NSCLC overall survival time based on Radiomics analysis
by: Wenzheng Sun, et al.
Published: (2018-10-01)

Comparison of initial learning algorithms for long short-term memory method on real-time respiratory signal prediction
by: Wenzheng Sun, et al.
Published: (2023-01-01)

Respiratory Prediction Based on Multi-Scale Temporal Convolutional Network for Tracking Thoracic Tumor Movement
by: Lijuan Shi, et al.
Published: (2022-05-01)

Real-time respiratory motion prediction using photonic reservoir computing
by: Zhizhuo Liang, et al.
Published: (2023-04-01)

Robust Real-Time Detection of Laparoscopic Instruments in Robot Surgery Using Convolutional Neural Networks with Motion Vector Prediction
by: Kyungmin Jo, et al.
Published: (2019-07-01)

Respiratory motion prediction using deep convolutional long short-term memory network
by: Shahabedin Nabavi, et al.
Published: (2020-01-01)

Human Motion Prediction via Dual-Attention and Multi-Granularity Temporal Convolutional Networks
by: Biaozhang Huang, et al.
Published: (2023-06-01)

Spatial-Temporal Dynamic Graph Convolutional Neural Network for Traffic Prediction
by: Wenjuan Xiao, et al.
Published: (2023-01-01)

Long-Term Temporal Flood Predictions Made Using Convolutional Neural Networks
by: Hau-Wei Wang, et al.
Published: (2022-12-01)

Hourly Heat Load Prediction Model Based on Temporal Convolutional Neural Network
by: Jiancai Song, et al.
Published: (2020-01-01)

Short-Term Prediction of Ship Roll Motion in Waves Based on Convolutional Neural Network
by: Xianrui Hou, et al.
Published: (2024-01-01)

Machine Learning Radiomics Model for External and Internal Respiratory Motion Correlation Prediction in Lung Tumor
by: Xiangyu Zhang MM, et al.
Published: (2022-12-01)

Spatio-Temporal Traffic Flow Prediction in Madrid: An Application of Residual Convolutional Neural Networks
by: Daniel Vélez-Serrano, et al.
Published: (2021-05-01)

Spatio-Temporal Downscaling of Climate Data Using Convolutional and Error-Predicting Neural Networks
by: Agon Serifi, et al.
Published: (2021-04-01)

Convolutional Neural Network for High-Resolution Cloud Motion Prediction from Hemispheric Sky Images
by: Cristian Crisosto, et al.
Published: (2021-02-01)

Prediction of Radiation Pneumonitis With Dose Distribution: A Convolutional Neural Network (CNN) Based Model
by: Bin Liang, et al.
Published: (2020-01-01)

Real-Time Prediction of Transarterial Drug Delivery Based on a Deep Convolutional Neural Network
by: Xin-Yi Yuan, et al.
Published: (2022-10-01)

Real-Time Video Saliency Prediction Via 3D Residual Convolutional Neural Network
by: Zhenhao Sun, et al.
Published: (2019-01-01)

Predict Forex Trend via Convolutional Neural Networks
by: Tsai Yun-Cheng, et al.
Published: (2018-09-01)

Tool Wear Prediction Model Using Multi-Channel 1D Convolutional Neural Network and Temporal Convolutional Network
by: Min Huang, et al.
Published: (2024-01-01)

Convolution-Bidirectional Temporal Convolutional Network for Protein Secondary Structure Prediction
by: Yunqing Zhang, et al.
Published: (2022-01-01)

AiCNNs (Artificially-integrated Convolutional Neural Networks) for Brain Tumor Prediction
by: Ansh Mittal, et al.
Published: (2019-02-01)

STTG-net: a Spatio-temporal network for human motion prediction based on transformer and graph convolution network
by: Lujing Chen, et al.
Published: (2022-07-01)

Efficient Prediction of Human Motion for Real-Time Robotics Applications With Physics-Inspired Neural Networks
by: Alessandro Antonucci, et al.
Published: (2022-01-01)

A real-time prediction method for ship heave motion using NARX neural network
by: LOU Mengyao, et al.
Published: (2020-02-01)

Multi-Spatio-Temporal Convolutional Neural Network for Short-Term Metro Passenger Flow Prediction
by: Ye Lu, et al.
Published: (2023-12-01)

A SEQUENCE-TO-SEQUENCE TEMPORAL CONVOLUTIONAL NEURAL NETWORK FOR IONOSPHERE PREDICTION USING GNSS OBSERVATIONS
by: M. Kaselimi, et al.
Published: (2020-08-01)

Prediction of the Sleep Apnea Severity Using 2D-Convolutional Neural Networks and Respiratory Effort Signals
by: Verónica Barroso-García, et al.
Published: (2023-10-01)

Neural correlates of visual motion prediction.
by: Daniel Cheong, et al.
Published: (2012-01-01)

Spatio-temporal aggregation of skeletal motion features for human motion prediction
by: Itsuki Ueda, et al.
Published: (2022-09-01)

Human Motion Prediction Based on Space-Time-Separable Graph Convolutional Network
by: Rui Li, et al.
Published: (2023-01-01)

Bioactivity prediction using convolutional neural network
by: Hamza, Hentabli, et al.
Published: (2020)

Predicting enhancers with deep convolutional neural networks
by: Xu Min, et al.
Published: (2017-12-01)

Exploring Convolution Neural Network for Branch Prediction
by: Yonghua Mao, et al.
Published: (2020-01-01)

An Embedded System Using Convolutional Neural Network Model for Online and Real-Time ECG Signal Classification and Prediction
by: Wahyu Caesarendra, et al.
Published: (2022-03-01)

Real-Time Stress Field Prediction of Umbilical Based on PyEf-U-Net Convolutional Neural Network
by: Lifu Wang, et al.
Published: (2023-09-01)

PM10 and PM2.5 real-time prediction models using an interpolated convolutional neural network
by: Sangwon Chae, et al.
Published: (2021-06-01)

Convolutional Neural Network Based Approval Prediction of Enhancement Reports
by: Jun Cheng, et al.
Published: (2021-01-01)

Global Spatial-Temporal Graph Convolutional Network for Urban Traffic Speed Prediction
by: Liang Ge, et al.
Published: (2020-02-01)

Real-Time Motion Prediction for Efficient Human-Robot Collaboration
by: Kothari, Aadi
Published: (2023)