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

Design Example01:23

Design Example

512
The innovation of touch-tone telephony revolutionized the telecommunications industry by replacing the traditional rotary dial with a dual-tone multi-frequency (DTMF) signaling system. This system uses a matrix-style keypad with buttons arranged in four rows and three columns, creating 12 distinct signals each assigned to a pair of frequencies. Each button press results in a simultaneous generation of two sinusoidal tones – one from a low-frequency group (697 to 941 Hz) and one from a...
512
Design Consideration01:22

Design Consideration

506
Designing a structure involves a series of considerations, primarily the material's ultimate strength, calculated through tests that measure changes under increased force until the material reaches its breaking point or limit. The ultimate load, where the material breaks, is divided by its original cross-sectional area, resulting in the ultimate normal stress or strength. The ultimate shearing stress is another significant factor taken into account.
The factor of safety is another key...
506
Design Example: Vintage Mixing Console01:17

Design Example: Vintage Mixing Console

528
A sound engineer at a music company recently encountered a problem. The output from their newly acquired studio's vintage mixing console was too low for the requirements of modern recording equipment. To rectify this situation, the engineer decided to design an audio pre-amplifier using an operational amplifier (op-amp) to boost the signal level.
The specifications for the pre-amplifier were clear. It needed to amplify the audio signal by a factor of 10, have an input impedance above 10...
528
Design Example: Aggregate Gradation01:24

Design Example: Aggregate Gradation

284
The right type and quality of aggregates are crucial for concrete as they significantly influence its properties, mix proportions, and cost-effectiveness. If different sources are available for sand, the commonly used fine aggregate in concrete, the selection of sand is primarily based on its gradation.
The grading, or particle-size distribution, of sand is determined using sieve analysis, with standard sizes ranging from 150 μm to 10 mm (ASTM No. 100 sieve to 3⁄8 in. sieve). Sand is...
284
Design Example: Managing Concrete Workability01:14

Design Example: Managing Concrete Workability

275
This example deals with managing the workability of concrete for a raft foundation project under hot weather conditions. Workability is crucial for ensuring the concrete is easy to place, compact, and finish. In this scenario, a slump test — a common method to measure the workability of fresh concrete — initially indicated low workability. This was attributed to the rapid water loss from the concrete mix, exacerbated by the high temperatures causing the course aggregates to heat up.
275
Group Design02:01

Group Design

10.1K
The most basic experimental design involves two groups: the experimental group and the control group. The two groups are designed to be the same except for one difference— experimental manipulation. The experimental group gets the experimental manipulation—that is, the treatment or variable being tested—and the control group does not. Since experimental manipulation is the only difference between the experimental and control groups, we can be sure that any differences between...
10.1K

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

Systems-level proteomic models of cotton fiber development: a high-resolution data resource to analyze cell dynamics and trait engineering.

Plant physiology·2026
Same author

Phocaeicola vulgatus improves anxiety-like behavior by ameliorating amygdala neuroinflammation and the neurite impairment in IBS.

Translational psychiatry·2026
Same author

Transformer-GNN fusion with gradient surgery for electricity price forecasting.

Scientific reports·2026
Same author

Network structure governs Drosophila brain functionality.

Fundamental research·2026
Same author

Fractional Order Total Variation Low-Rank Representation on Single-Cell RNA Sequencing Clustering.

IET systems biology·2026
Same author

Molecular Mechanisms of Zhizhu Kuanzhong Capsule in the Treatment of Co-Morbid Anxiety and Depression of Functional Dyspepsia: Network Pharmacology, Molecular Docking and In Vivo Validation.

Biomedicines·2026

相关实验视频

Updated: Jan 7, 2026

Interactive and Visualized Online Experimentation System for Engineering Education and Research
08:35

Interactive and Visualized Online Experimentation System for Engineering Education and Research

Published on: November 24, 2021

2.9K

可自定义的前端设计使用改进的StyleGAN与细节控制.

Pengcheng Yang1, Xiaoting Li1, Ping Yang2

  • 1College of Science, China Jiliang University, Hangzhou, 310000, Zhejiang, China.

Scientific reports
|December 30, 2025
PubMed
概括

这项研究增强了前端设计的生成对抗网络,改善了图像质量和风格控制. 改进的StyleGAN模型减少了细节的扭曲,并为智能设计提供了精确的风格映射.

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:

  • 生成对抗网络 (GAN) 在前端设计中很普遍.
  • 现有的GAN模型在模糊的图像生成和有限的风格表达方面扎.

研究的目的:

  • 提出一个改进的StyleGAN模型,用于高质量的生成和前端界面元素的风格转移.
  • 加强对细节的控制,并解决生成设计中的扭曲问题.

主要方法:

  • 一个增强的StyleGAN模型,包含一个额外的模块来计算相互信息.
  • 将相互信息集成到区分器损失函数中,以实现联合优化.
  • 使用Rico数据集进行模型评估.

主要成果:

  • 在Rico数据集上获得了12.5的总体Frechet Inception Distance (FID) 和0.92的多尺度结构相似性 (MS-SSIM).
  • 导航菜单生成的初始分数 (IS) 达到7.41,比StyleGAN. baseline提高了14.2%.
  • 有效地解决了前端页面生成中的细节扭曲问题.

结论:

关键词:
前端的人工智能助理智能学习模型智能学习模型互助信息互助信息互助信息互助信息风格生成的对抗性网络风格转移 风格转移

更多相关视频

A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay
06:13

A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay

Published on: October 4, 2024

972
Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits
08:27

Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits

Published on: September 27, 2019

7.2K

相关实验视频

Last Updated: Jan 7, 2026

Interactive and Visualized Online Experimentation System for Engineering Education and Research
08:35

Interactive and Visualized Online Experimentation System for Engineering Education and Research

Published on: November 24, 2021

2.9K
A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay
06:13

A Tool to Automatically Create Stable and Reproducible Cell-free Gaps for Improving the Reliability of Cell Wound Healing Assay

Published on: October 4, 2024

972
Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits
08:27

Applying an eMASS Customization Program as a Research Tool to Evaluate Consumer Benefits

Published on: September 27, 2019

7.2K
  • 改进的StyleGAN模型通过相互信息约束提供了风格特征和设计元素的精确映射.
  • 为智能前端设计提供高度可定制的技术框架.
  • 与基线模型相比,在生成质量和风格控制方面表现出显著的改进.