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

Ultrack: pushing the limits of cell tracking across biological scales.

Nature methods·2025
Same author

Towards fair decentralized benchmarking of healthcare AI algorithms with the Federated Tumor Segmentation (FeTS) challenge.

Nature communications·2025
Same author

Ultrack: pushing the limits of cell tracking across biological scales.

bioRxiv : the preprint server for biology·2024
Same author

Cerebrofacial Venous Metameric Syndrome Mimicking Vein of Galen Aneurysmal Malformation.

World neurosurgery·2024
Same author

Ki67 Index Correlates with Tumoral Volumetry and 5-ALA Residual Fluorescence in Glioblastoma.

World neurosurgery·2024
Same author

Association of 5-aminolevulinic acid fluorescence guided resection with photodynamic therapy in recurrent glioblastoma: a matched cohort study.

Acta neurochirurgica·2024
Same journal

Analysis of End-Tidal CO2 Variability During Plateau Waves Episodes: An Information Theoretic Approach<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Towards Sustainable Protein Recovery from Biological Waste: Assessing Polyethersulfone-based Microfiltration.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Analysis of the cardiovascular response to standardized polymicrobial peritonitis experimental model.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Automated Wrist Ultrasound Image Bone Enhancement and Segmentation Using Deep Learning.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
查看所有相关文章

相关实验视频

Updated: May 24, 2025

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
04:48

Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

Published on: November 30, 2022

2.6K

互动图像选择和训练用于脑瘤细分网络

Matheus A Cerqueira, Flavia Sprenger, Bernardo C A Teixeira

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 5, 2025
    PubMed
    概括
    此摘要是机器生成的。

    本研究介绍了一种使用图像标记器 (FLIM) 进行特征学习的医疗图像细分的交互式方法. 我们的方法有效地训练深度学习模型,使用最小的注释数据,与手动选择性能相匹配.

    更多相关视频

    Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies
    04:25

    Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies

    Published on: December 15, 2023

    2.2K
    Patient-Specific Polyvinyl Alcohol Phantom Fabrication with Ultrasound and X-Ray Contrast for Brain Tumor Surgery Planning
    08:41

    Patient-Specific Polyvinyl Alcohol Phantom Fabrication with Ultrasound and X-Ray Contrast for Brain Tumor Surgery Planning

    Published on: July 14, 2020

    8.3K

    相关实验视频

    Last Updated: May 24, 2025

    Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
    04:48

    Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography

    Published on: November 30, 2022

    2.6K
    Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies
    04:25

    Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies

    Published on: December 15, 2023

    2.2K
    Patient-Specific Polyvinyl Alcohol Phantom Fabrication with Ultrasound and X-Ray Contrast for Brain Tumor Surgery Planning
    08:41

    Patient-Specific Polyvinyl Alcohol Phantom Fabrication with Ultrasound and X-Ray Contrast for Brain Tumor Surgery Planning

    Published on: July 14, 2020

    8.3K

    科学领域:

    • 医疗图像分析 医学图像分析
    • 医疗保健中的人工智能
    • 用于医学成像的深度学习

    背景情况:

    • 医疗图像细分至关重要,但需要广泛的注释数据来进行深度学习模型.
    • 由于大小和形状的变化,诸如脑瘤等多种病理存在挑战.
    • 传统的深度学习方法需要大量的计算资源和大量的数据集.

    研究的目的:

    • 开发一个交互式的,由专家指导的图像选择和培训方法,用于医疗图像细分.
    • 利用从图像标记器 (FLIM) 的特征学习方法来进行高效的模型培训.
    • 减少在医疗图像细分任务中对大型,完全注释的数据集的依赖.

    主要方法:

    • 基于专家的意见,实施一个交互式系统来选择培训图像.
    • 从图像标记器 (FLIM) 应用特征学习方法来训练没有反向传播的卷积层.
    • 使用一个小的,交互选择的图像集来训练U形网络的编码器.

    主要成果:

    • 提出的基于FLIM的交互式方法实现了与手动图像选择相美的性能.
    • 该方法成功地训练了一个U形网络编码器,使用了最小的数据集.
    • 经过训练的模型超越了使用所有可用的图像进行反向传播的U形网络的性能.

    结论:

    • 交互式图像选择与FLIM相结合,为训练医学图像细分模型提供了一个有效的替代方案.
    • 这种方法大大减少了对大型注释数据集的需求,使深度学习更容易用于各种医学成像应用.
    • 该方法展示了将专家知识纳入深度学习管道中的潜力,以提高效率和性能.