相关实验视频
Updated: Jun 7, 2025

06:10
Using Generative Art to Convey Past and Future Climate Transitions
Published on: March 31, 2023
890
使用生成对抗网络手工制作艺术品的风格建议和模拟
1Department of Fine Arts, Hongik University, Seoul, 04066, Korea. wanmengzhen_7@naver.com.
Scientific reports
|November 14, 2024
概括
本研究介绍了一种使用生成对抗网络 (GAN) 和遗传算法 (GA) 推和模拟手工制作的艺术品风格的新型人工智能模型. GA-SAGAN模型增强了艺术作品的真实性和多样性,实现了接近零的损失率.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 数字艺术 数字艺术 数字艺术
背景情况:
- 人工智能 (AI) 在艺术和设计中越来越多地被用于增强创造力.
- 生成对抗网络 (GAN) 为艺术品创作和风格模拟提供了新的可能性.
研究的目的:
- 介绍一种新的AI模型,用于推和模拟手工制作的艺术品风格.
- 为了提高人工智能驱动的艺术品生成的准确性和效率.
主要方法:
- 一个采用生成对抗网络 (GANs) 进行风格推和模拟的两相模型.
- 整合基因算法 (GA) 来优化自我注意 (SA) 模块以提高准确性.
- 开发GA-SAGAN模型,以实现现实的手工艺术品模拟.
主要成果:
- 在案例研究中,GA-SAGAN模型显著减少了验证错误.
- 优化SA模块与GA证明有效生成准确,现实的艺术品.
- 拟议的模型实现了接近零的损失率,与基线GAN和SAGAN模型相比,具有更高的,精度和回忆指数.
结论:
- GA-SAGAN模型在生成多样化和现实的手工艺术品风格方面表现出卓越的性能.
- 使用遗传算法优化AI模型配置是改善艺术成果的可行策略.
- 人工智能,特别是通过人工智能增强的GAN,具有革命性数字艺术创作的巨大潜力.
相关概念视频
Gradient and Del Operator
2.5K
In mathematics and physics, the gradient and del operator are fundamental concepts used to describe the behavior of functions and fields in space. The gradient is a mathematical operator that gives both the magnitude and direction of the maximum spatial rate of change. Consider a person standing on a mountain. The slope of the mountain at any given point is not defined unless it is quantified in a particular direction. For this reason, a "directional derivative" is defined, which is a vector...
2.5K
Woodward–Hoffmann Selection Rules and Microscopic Reversibility
3.0K
Electrocyclic reactions, cycloadditions, and sigmatropic rearrangements are concerted pericyclic reactions that proceed via a cyclic transition state. These reactions are stereospecific and regioselective. The stereochemistry of the products depends on the symmetry characteristics of the interacting orbitals and the reaction conditions. Accordingly, pericyclic reactions are classified as either symmetry-allowed or symmetry-forbidden. Woodward and Hoffmann presented the selection criteria for...
3.0K
Non-equilibrium in the Cell
4.2K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.2K
Stereotype Content Model
14.0K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.0K
Design Example: Vintage Mixing Console
205
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...
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...
205
Vector Algebra: Graphical Method
11.9K
Vectors can be multiplied by scalars, added to other vectors, or subtracted from other vectors. The vector sum of two (or more) vectors is called the resultant vector or, for short, the resultant.
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
11.9K

