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

A Survey on AI-Driven Mouse Behavior Analysis Applications and Solutions.

Bioengineering (Basel, Switzerland)·2024
Same author

Dual-Layer Index for Efficient Traceability Query of Food Supply Chain Based on Blockchain.

Foods (Basel, Switzerland)·2023
Same author

In vitro characterization and molecular dynamics simulation reveal mechanism of 14-3-3ζ regulated phase separation of the tau protein.

International journal of biological macromolecules·2022
Same author

Identification of the Predictive Models for the Treatment Response of Refractory/Relapsed B-Cell ALL Patients Receiving CAR-T Therapy.

Frontiers in immunology·2022
Same author

Single-Cell RNA Sequencing Revealed a 3-Gene Panel Predicted the Diagnosis and Prognosis of Thyroid Papillary Carcinoma and Associated With Tumor Immune Microenvironment.

Frontiers in oncology·2022
Same author

The lncRNA Tincr Regulates the Abnormal Differentiation of Intestinal Epithelial Stem Cells in the Diabetic State <i>Via</i> the miR-668-3p/Klf3 Axis.

Current stem cell research & therapy·2022
Same journal

Correction: Komatsu et al. Three-Dimensional Visualization and Detection of the Pulmonary Venous-Left Atrium Connection Using Artificial Intelligence in Fetal Cardiac Ultrasound Screening. <i>Bioengineering</i> 2026, <i>13</i>, 100.

Bioengineering (Basel, Switzerland)·2026
Same journal

Comparison of CO<sub>2</sub> Laser and Microdebrider in the Surgical Treatment of Pediatric Recurrent Respiratory Papillomatosis: A Retrospective Analysis.

Bioengineering (Basel, Switzerland)·2026
Same journal

Toward More Translational Tumor Models: Breast dECM-Based 3D Systems Capture Native Microenvironmental Cues.

Bioengineering (Basel, Switzerland)·2026
Same journal

Postural Stability Changes During the 4 Phases of the Half Squat: Kinematics Profile of the Center of Pressure and Center of Mass in High-Performance Weightlifters-A Pilot Study.

Bioengineering (Basel, Switzerland)·2026
Same journal

Definite Implant Position as Novel Readout for Effectiveness of Ridge Preservation Indicates to Beneficial Effect of Combined Treatment with Platelet-Rich Fibrin (PRF) and Xenogenic Biomaterial in Bone Regeneration.

Bioengineering (Basel, Switzerland)·2026
Same journal

Trueness and Precision of Intraoral Scanners for 3D-Printed Orthodontic Models with Attachments: An In Vitro Comparative Study.

Bioengineering (Basel, Switzerland)·2026
查看所有相关文章

相关实验视频

Updated: Jun 12, 2025

Experimental Assessment of Mouse Sociability Using an Automated Image Processing Approach
08:24

Experimental Assessment of Mouse Sociability Using an Automated Image Processing Approach

Published on: May 15, 2016

8.4K

ABNet:人工智能授权的异常动作识别方法用于实验室老鼠行为.

Yuming Chen1, Chaopeng Guo1, Yue Han2

  • 1Software College, Northeastern University, Shenyang 110169, China.

Bioengineering (Basel, Switzerland)
|September 27, 2024
PubMed
概括
此摘要是机器生成的。

这项研究介绍了ABNet,这是一种用于识别异常小鼠行为的人工智能方法. ABNet使用增强的空间时间图卷积网络 (ST-GCN) 和无监督的集群来有效地检测小鼠的不寻常行为.

关键词:
行动的认可行动的认可计算机视觉 计算机视觉鼠标 鼠标 鼠标 鼠标鼠标行为 鼠标行为半监督学习 半监督学习

更多相关视频

Author Spotlight: Investigating the Impact of Aging on Hippocampal-Dependent Spatial Learning
06:03

Author Spotlight: Investigating the Impact of Aging on Hippocampal-Dependent Spatial Learning

Published on: February 16, 2024

2.1K
A Pipeline using Bilateral In Utero Electroporation to Interrogate Genetic Influences on Rodent Behavior
06:59

A Pipeline using Bilateral In Utero Electroporation to Interrogate Genetic Influences on Rodent Behavior

Published on: May 21, 2020

4.0K

相关实验视频

Last Updated: Jun 12, 2025

Experimental Assessment of Mouse Sociability Using an Automated Image Processing Approach
08:24

Experimental Assessment of Mouse Sociability Using an Automated Image Processing Approach

Published on: May 15, 2016

8.4K
Author Spotlight: Investigating the Impact of Aging on Hippocampal-Dependent Spatial Learning
06:03

Author Spotlight: Investigating the Impact of Aging on Hippocampal-Dependent Spatial Learning

Published on: February 16, 2024

2.1K
A Pipeline using Bilateral In Utero Electroporation to Interrogate Genetic Influences on Rodent Behavior
06:59

A Pipeline using Bilateral In Utero Electroporation to Interrogate Genetic Influences on Rodent Behavior

Published on: May 21, 2020

4.0K

科学领域:

  • 神经科学是一个神经科学.
  • 药理学 药理学是指药理学的学科.
  • 毒理学 毒理学 毒理学

背景情况:

  • 自动识别异常的小鼠行为对于研究至关重要.
  • 定义异常行为和收集训练数据是重大挑战.
  • 现有的行为识别方法与直接识别异常行为的斗争.

研究的目的:

  • 提出ABNet,一种基于人工智能的方法,用于在小鼠中识别异常动作.
  • 为了增强特征提取和编码的时空数据.
  • 使用人工智能准确识别异常小鼠行为.

主要方法:

  • 作为编码器,ABNet使用了一个增强的空间时间图形卷积网络 (ST-GCN).
  • ST-GCN结合了图形和时间卷曲来进行时空特征分析.
  • 该模型是在正常行为样本上训练的,并使用无监督的集群来检测异常.

主要成果:

  • 在Kinetics-Skeleton数据集上,ABNet表现出强的表现 (32.7%的顶级-1,55.2%的顶级-5准确度).
  • 在小鼠行为分析中,ABNet在检测异常运动时,平均准确率为83.1%.
  • 增强的ST-GCN显著提高了特征提取和编码能力.

结论:

  • ABNet提供了一种有效的解决方案,用于对小鼠的异常行为识别.
  • 人工智能增强的方法解决了传统行为分析的局限性.
  • 这种方法在神经科学,药理学和毒理学研究中推进了定量分析.