Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关实验视频

Updated: Jun 15, 2025

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery
09:53

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Published on: July 5, 2021

3.6K

为不完整的模式重建不完整的关系 脑瘤细分

Jiawei Su1, Zhiming Luo2, Chengji Wang3

  • 1School of Computer Engineering, Jimei University, Xiamen, China; The Department of Artificial Intelligence, Xiamen University, Fujian, China.

Neural networks : the official journal of the International Neural Network Society
|August 26, 2024
PubMed
概括
此摘要是机器生成的。

相关概念视频

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Clinical characteristics and an admission-time predictive model for severe scrub typhus and secondary HLH in adults.

BMC infectious diseases·2026
Same author

Mitochondrial Genome of <i>Paraleyrodes minei</i> Iaccarino (Hemiptera: Aleyrodidae): A New Sugarcane Pest and Phylogenetic Analysis of Aleyrodidae.

Biology·2026
Same author

gSV: a general structural variant detector using the third-generation sequencing data.

Briefings in bioinformatics·2026
Same author

Comparative discriminative performance of triglyceride-glucose derived composite indices and cholesterol-high-density lipoprotein cholesterol-glucose derived composite indices for identifying frailty: A cross-sectional study.

Science progress·2026
Same author

Correlation of non-suicidal self-injury with SLC6A4 promoter DNA methylation in children and adolescents with bipolar depression.

Frontiers in psychiatry·2026
Same author

Narrow-Bandgap Donor-Acceptor Polymers for Efficient Solar Water Evaporation and Thermoelectric Power Generation.

Small (Weinheim an der Bergstrasse, Germany)·2026
Same journal

Dynamic analysis and reliable mechanical optimization application of ring HNN effected with a memristive neuron.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

DAFF-Net: A detection and search method for small-scale low surface brightness galaxies.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Quasi-synchronization for complex networks with hybrid pinning intermittent control.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Physics-encoded convolutional neural operators for parametric PDEs: A convergence-guaranteed framework via pre-computed kernel fields.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Exploiting audio-visual modalities in videos: Object detection via multi-stage bilateral coupling network.

Neural networks : the official journal of the International Neural Network Society·2026
Same journal

Reliability-aware modality completion with cross-modal distillation for federated learning with missing modalities.

Neural networks : the official journal of the International Neural Network Society·2026
查看所有相关文章

这项研究引入了一种新的重建不完整的关系网络 (RIRN),用于使用不完整的磁共振成像 (MRI) 数据进行脑瘤细分. RIRN有效地转移结构知识,大大提高了细分精度.

科学领域:

  • 医疗成像医学成像
  • 人工智能的人工智能
  • 神经科学是一个神经科学.

背景情况:

  • 多模态磁共振成像 (MRI) 增强了脑瘤的细分.
  • 临床环境往往缺乏完整的多模态MRI数据,阻碍了细分性能.
  • 现有的知识转移方法忽视了脑瘤细分的结构性质.

研究的目的:

  • 开发一个重建不完整的关系网络 (RIRN) 用于用不完整的MRI数据进行脑瘤细分.
  • 将voxel语义关系知识从完全模式的教师网络转移到不完全模式的学生网络.
  • 通过解决缺少的瘤特定信息来提高细分精度.

主要方法:

  • 拟议的RIRN用于传输voxel语义关系知识.
  • 引入了阶级相对关系 (CRR) 和阶级不可知关系 (CAR) 来纳入结构知识.
  • 利用对抗式学习来调整教师和学生网络之间的整体结构预测.

主要成果:

  • RIRN有效地转移voxel语义关系知识.
  • CRR和CAR成功地将结构信息纳入了细分.
  • 敌对学习对结构预测进行了调整,提高了性能.
  • 在 BraTS 2018 和 BraTS 2020 数据集上,与最先进的方法相比,实现了优越的性能.
关键词:
大脑瘤的细分 脑瘤的细分不完整的模式 不完整的模式知识的蒸知识的蒸.结构关系知识知识 结构关系知识

更多相关视频

Utilizing 3D Printing Technology to Merge MRI with Histology: A Protocol for Brain Sectioning
15:53

Utilizing 3D Printing Technology to Merge MRI with Histology: A Protocol for Brain Sectioning

Published on: December 6, 2016

15.0K
Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery
14:15

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Published on: January 11, 2020

7.1K

相关实验视频

Last Updated: Jun 15, 2025

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery
09:53

Role of Diffusion MRI Tractography in Endoscopic Endonasal Skull Base Surgery

Published on: July 5, 2021

3.6K
Utilizing 3D Printing Technology to Merge MRI with Histology: A Protocol for Brain Sectioning
15:53

Utilizing 3D Printing Technology to Merge MRI with Histology: A Protocol for Brain Sectioning

Published on: December 6, 2016

15.0K
Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery
14:15

Multicolor 3D Printing of Complex Intracranial Tumors in Neurosurgery

Published on: January 11, 2020

7.1K

结论:

  • 拟议的RIRN方法显著改善了脑瘤细分与不完整的多模态MRI数据.
  • 整合voxel语义关系和对抗性学习对于处理缺失的模式至关重要.
  • 在现实世界的临床场景中,RIRN为强大的脑瘤细分提供了一个有前途的解决方案.