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

Neuroplasticity01:01

Neuroplasticity

312
Neuroplasticity reflects the brain's remarkable capacity to adapt and evolve, responding dynamically to learning, experiences, or injury by reorganizing its neural circuitry. This reorganization involves creating new neural connections and refining old ones through a series of biological processes that contribute to the brain's lifelong development and adaptability.
312
Neural Circuits01:25

Neural Circuits

1.1K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.1K

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

Adsorption and fouling behaviors of customized nanocomposite membrane to trace pharmaceutically active compounds under multiple influent matrices.

Water research·2021
Same author

Design of novel functionalized collagen-chitosan-MBG scaffolds for enhancing osteoblast differentiation in BMSCs.

Biomedical materials (Bristol, England)·2021
Same author

Optically Modulated HfS<sub>2</sub>-Based Synapses for Artificial Vision Systems.

ACS applied materials & interfaces·2021
Same author

Access to Polycyclic Thienoindolines via Formal [2+2+1] Cyclization of Alkynyl Indoles with S<sub>8</sub> and K<sub>2</sub>S.

Organic letters·2021
Same author

Dynamic crotonylation of EB1 by TIP60 ensures accurate spindle positioning in mitosis.

Nature chemical biology·2021
Same author

Alcohol Abstinence Rescues Hepatic Steatosis and Liver Injury <i>via</i> Improving Metabolic Reprogramming in Chronic Alcohol-Fed Mice.

Frontiers in pharmacology·2021
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
Same journal

IGFD-Net: Illumination-guided frequency decoupling for polarization image fusion.

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

Multiple-Strategies dung beetle optimizer and its applications in engineering optimization and bankruptcy prediction.

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

Aggregating global-scale pixel-wise forgery cues within a graph.

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

Finite-Time intermittent control for secure synchronization of Neutral-Type stochastic delayed neural networks under aperiodic DoS attacks.

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

相关实验视频

Updated: Jun 13, 2025

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
03:31

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications

Published on: December 15, 2023

487

对神经网络修剪的跨层重要性评估.

Youzao Lian1, Peng Peng1, Kai Jiang1

  • 1Department of Control Science and Engineering, College of Electronic and Information Engineering, Tongji University, Shanghai 201804, China.

Neural networks : the official journal of the International Neural Network Society
|September 17, 2024
PubMed
概括
此摘要是机器生成的。

本研究介绍了一种高效的跨层重要性评估 (CIE) 方法,用于修剪卷积神经网络 (CNN). CIE自动识别最佳稀疏结构,显著减少模型大小,并加快推断,以最小的准确性损失.

关键词:
卷积神经网络是一种卷积神经网络.跨层重要性评估的跨层重要性评估过器的修剪 过器的修剪

更多相关视频

Deep Neural Networks for Image-Based Dietary Assessment
13:19

Deep Neural Networks for Image-Based Dietary Assessment

Published on: March 13, 2021

9.0K
Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique
04:48

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

378

相关实验视频

Last Updated: Jun 13, 2025

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
03:31

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications

Published on: December 15, 2023

487
Deep Neural Networks for Image-Based Dietary Assessment
13:19

Deep Neural Networks for Image-Based Dietary Assessment

Published on: March 13, 2021

9.0K
Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique
04:48

Swin-PSAxialNet: An Efficient Multi-Organ Segmentation Technique

Published on: July 5, 2024

378

科学领域:

  • 计算机科学 计算机科学
  • 人工智能的人工智能
  • 机器学习 机器学习

背景情况:

  • 过器修剪对于通过减少记忆和推理时间来优化卷积神经网络 (CNN) 是至关重要的.
  • 现有的启发式修剪方法可能在计算上昂贵且耗时.
  • 需要有效的自动化方法来确定CNN中最佳的稀疏结构.

研究的目的:

  • 为自动化CNN过器修剪提出一种高效的跨层重要性评估 (CIE) 方法.
  • 为了实现最佳的稀疏性,自动计算卷积层之间的比例关系.
  • 为了提高CNN模型在边缘设备上部署的效率和准确性.

主要方法:

  • 实施了网格采样方法,以单独修剪每个层并记录模型的准确性.
  • 开发了贡献矩阵来量化每个层对整体模型准确性的重要性.
  • 利用二进制搜索算法,根据目标压缩比找到最佳的稀疏结构.

主要成果:

  • 在各种图像分类任务中实现了显著的模型压缩,精度降低最小.
  • 对于ResNet50来说,FLOP减少了50%以上,而top-1准确度仅下降了0.93%.
  • 将VGG19的参数压缩了27.23×,吞吐量增加了2.46×,只损失了0.24%的精度.

结论:

  • 与现有的修剪算法相比,拟议的CIE方法提供了优越的压缩性能.
  • CIE展示了低时间成本,使其成为有效的CNN优化中的实用性.
  • 该方法有效地平衡了效率和准确性,促进了CNN在边缘设备上的部署.