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

Assessing Intronic Variable Number Tandem Repeat (VNTR) Expansions of the HSF1 Gene in Essential Tremor Patients from Eastern China.

Movement disorders : official journal of the Movement Disorder Society·2026
Same author

Global Burden of Encephalitis from 1990 to 2021, Its Attributable Risk Factors, and Projections to 2045.

Neuroepidemiology·2026
Same author

Microbiome preterm birth DREAM challenge: Crowdsourcing machine learning approaches to advance preterm birth research.

Cell reports. Medicine·2025
Same author

Bioinformatic screen with clinical validation for the identification of novel stool based mRNA biomarkers for the detection of colorectal lesions including advanced adenoma.

Scientific reports·2025
Same author

The impact of illness uncertainty on self-efficacy, personal control, and negative emotions in elderly persons with colon cancer.

Geriatric nursing (New York, N.Y.)·2025
Same author

Study on the aggregation patterns of fleas parasitizing the great gerbil (Rhombomys opimus) in the Junggar Basin plague natural focus.

Parasites & vectors·2025
Same journal

Evaluation of an open-face 8-channel transmit 64-channel receive 7T head coil for neuroimaging.

Frontiers in neuroscience·2026
Same journal

Acoustic stimulation in pain management: neurobiological mechanisms and clinical applications-a narrative review.

Frontiers in neuroscience·2026
Same journal

Local brain connectome parameters across the spectrum of clinical cognitive decline.

Frontiers in neuroscience·2026
Same journal

Body mass index affects EEG microstate dynamics through blood viscosity in high-altitude environments.

Frontiers in neuroscience·2026
Same journal

Disrupted glymphatic function and its relationship with sleep and cognitive impairment in ME/CFS assessed via DTI-ALPS.

Frontiers in neuroscience·2026
Same journal

Neuromorphic-inspired multi-view global-local fusion for IR-UWB radar dynamic gesture recognition.

Frontiers in neuroscience·2026
查看所有相关文章

相关实验视频

Updated: Jul 14, 2025

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
13:44

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

Published on: August 30, 2013

42.9K

基于Poolformer的内镜图像分类算法

Huiqian Wang1,2, Kun Wang1, Tian Yan1

  • 1Postdoctoral Research Station, Chongqing Key Laboratory of Photoelectronic Information Sensing and Transmitting Technology, Chongqing University of Posts and Telecommunications, Chongqing, China.

Frontiers in neuroscience
|October 9, 2023
PubMed
概括
此摘要是机器生成的。

这项研究引入了一个改进的Poolformer模型,用于在内镜图像中对外科手术烟雾进行分类. 该方法提高了针对性去除烟雾的精度和灵敏度,改善了实时内镜视频处理.

关键词:
接下来我们来谈谈一下.游泳池的形成者 游泳池的形成者内镜图像的内镜图像.图像的分类图像的分类.只有在推理过程中使用单路径拓.标记混合器 (Token Mixer) 是一个混合器.

更多相关视频

Automated Midline Shift and Intracranial Pressure Estimation based on Brain CT Images
14:08

Automated Midline Shift and Intracranial Pressure Estimation based on Brain CT Images

Published on: April 13, 2013

42.7K
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

2.8K

相关实验视频

Last Updated: Jul 14, 2025

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
13:44

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

Published on: August 30, 2013

42.9K
Automated Midline Shift and Intracranial Pressure Estimation based on Brain CT Images
14:08

Automated Midline Shift and Intracranial Pressure Estimation based on Brain CT Images

Published on: April 13, 2013

42.7K
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

2.8K

科学领域:

  • 医疗成像医学成像
  • 计算机视觉 计算机视觉
  • 手术技术 手术技术

背景情况:

  • 手术烟雾阻碍了内镜视图,需要有效的图像处理.
  • 当前的烟雾清除方法缺乏特异性,增加计算负载和噪声.
  • 对含有烟雾的内镜图像进行有效的分类对于有针对性的干预至关重要.

研究的目的:

  • 开发一个强大的和高效的算法来分类内镜图像与手术烟雾.
  • 为了提高基于内镜图像的烟雾清除的实时处理能力.
  • 提高有针对性的烟雾清除技术的科学准确性.

主要方法:

  • 为内镜烟雾图像分类开发了一种改进的Poolformer模型.
  • 编码器中的令牌混合器被修改为类似于ConvNeXt的多分支结构.
  • 在预测过程中采用了单路径拓,以提高处理速度.
  • 实验使用了来自哈姆林中心腹腔镜/内镜视频数据集的数据集,并增加了Blender染.

主要成果:

  • 与现有模型 (mobilenet_v3,efficientnet_b7,ViT-B/16) 相比,提出的方法在准确度,灵敏度和推断速度方面表现出更好的表现.
  • 与Poolformer_s12相比,改进后的模型实现了2.3%的精度增加和8.2%的灵敏度增加.
  • 该方法保持了每秒87的处理速度,最小的减少.

结论:

  • 精致的Poolformer模型显著改善了内镜烟雾图像的分类.
  • 这种方法提供了一种轻量级且有效的解决方案,用于自动检测含有烟雾的内镜图像.
  • 该方法平衡了内镜图像分析和有针对性的脱烟的准确性和实时处理需求.