BiBBDM:双向图像翻译使用布朗桥扩散模型
IEEE transactions on pattern analysis and machine intelligence
|August 11, 2025
概括
本研究介绍了双向布朗桥扩散模型 (BiBBDM),用于高效的图像对图像翻译. BiBBDM允许使用单一模型同时进行双向翻译,从而降低计算成本.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
- 人工智能的人工智能
背景情况:
- 传统的图像对图像翻译方法通常需要每个翻译方向的单独模型,导致计算效率低下.
- 现有的扩散模型 (DMs) 通常将翻译处理为单向条件生成过程.
研究的目的:
- 引入一种使用单一模型的双向图像对图像翻译的新方法.
- 为了利用布朗桥流程,在两个领域之间同时学习翻译.
主要方法:
- 提出了双向布朗桥扩散模型 (BiBBDM),将翻译模型作为一个随机的布朗桥过程.
- 通过单个模型的不同采样方向,BiBBDM可以实现双向翻译,避免需要多个模型.
主要成果:
- BiBBDM使用单一的模型和参数实现双向图像翻译.
- 该方法在各种基准上展示了竞争性表现,并通过视觉和定量指标进行验证.
- 这代表了基于布朗桥扩散过程的同时双域采样的第一个框架.
结论:
- BiBBDM提供了一种高效和有效的解决方案,用于双向图像对图像的翻译.
- 使用布朗桥扩散过程可以在统一模型中同时进行双域采样.
- 与传统方法相比,拟议的模型显著降低了计算资源需求.
相关概念视频
Diffusion
199.2K
Diffusion is the passive movement of substances down their concentration gradients—requiring no expenditure of cellular energy. Substances, such as molecules or ions, diffuse from an area of high concentration to an area of low concentration in the cytosol or across membranes. Eventually, the concentration will even out, with the substance moving randomly but causing no net change in concentration. Such a state is called dynamic equilibrium, which is essential for maintaining overall...
199.2K
The Fluid Mosaic Model
152.7K
The fluid mosaic model was first proposed as a visual representation of research observations. The model comprises the composition and dynamics of membranes and serves as a foundation for future membrane-related studies. The model depicts the structure of the plasma membrane with a variety of components, which include phospholipids, proteins, and carbohydrates. These integral molecules are loosely bound, defining the cell’s border and providing fluidity for optimal function.
152.7K
Protein Diffusion in the Membrane
4.6K
Proteins show rotational as well as lateral diffusion across the membrane. The lateral diffusion of proteins was confirmed through the cell fusion experiment where mouse and human cells were fused, resulting in hybrid cells. When the human and mouse cells fused, the specific membrane proteins on human and mouse cells were marked with the red and green-fluorescent markers, respectively. Initially, the red and green fluorescence was located on the respective hemisphere of the cell. As time...
4.6K


