细胞生成与标签进化扩散和班级面具自我注意力
Wen Jing1, Zixiang Jin1, Yi Zhang1
1School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, 300384, Tianjin, China.
概括
这项研究引入了一种新的扩散模型,用于生成多样化和现实的细胞形态图像,克服当前方法的局限性. 先进的模型显著提高了图像质量和多样性在他的病理成像.
科学领域:
- 计算生物学 计算生物学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 组织病理学图像采集具有挑战性,导致生成的细胞形态的多样性有限.
- 现有的方法难以捕捉细胞形状变异的全谱.
研究的目的:
- 开发一种新的扩散生成模型,用于创建多样化和详细的细胞形态图像.
- 为了解决当前细胞形态生成技术缺乏多样性的问题.
主要方法:
- 提出了细胞形态学的第一个基于点扩散的生成模型.
- 包含一个类面具自我注意模块来控制生成的细胞类型.
- 利用渐进的信息更新来增强图像生成过程中的现实性和多样性.
主要成果:
- 与现有方法相比,在Lizard公共数据集上实现了更高的性能.
- 在NASDM网络上,Fréchet Inception Distance (FID) 的提升率为43.17%,Inception Score (IS) 的提升率为46.24%.
- 成功生成多样化和高质量的细胞形态图像.
结论:
- 拟议的扩散模型,整合点扩散和类面具自我注意力,是一种开创性的方法.
- 该模型有效地生成多样化的数据集,同时保持高图像质量.
- 实验结果证实了该模型在细胞形态生成方面的出色表现.
相关概念视频
Cellular Differentiation
5.1K
How does a complex organism such as a human develop from a single cell? It all starts from a single fertilized egg which gives rise to a vast array of cell types, such as nerve cells, muscle cells, and epithelial cells that characterize the adult? Throughout development and adulthood, cellular differentiation leads cells to assume their final morphology and physiology. Differentiation is the process by which unspecialized cells become specialized to carry out distinct functions.
A zygote is a...
A zygote is a...
5.1K
iPS Cell Differentiation
3.0K
The ability of induced pluripotent stem cells or iPSCs to differentiate into most body cell types has stimulated repair and regenerative medicine research over the past few decades. iPSC-derived blood cells, hepatocytes, beta islet cells, cardiomyocytes, neurons, and other cell types can repair injuries or regenerate damaged tissue in diseases such as diabetes and neurodegenerative disorders.
3.0K
Labeling Emotion
604
Emotional labeling is a cognitive process that involves identifying and naming one's emotions, such as anger, fear, happiness, or sadness. It allows individuals to recognize and express their internal emotional states, a critical aspect of emotional regulation and communication. Labeling emotions requires more than mere recognition; it also involves drawing upon memory and contextual cues to understand the current situation and apply a corresponding emotional label. For instance, feeling...
604
Multipotency and Niche of Bulge Stem Cell
4.2K
A hair follicle or HF is a small part of the skin that produces the hair shaft. Paul Gerson Unna was the first to observe a bulge in the human hair follicle's outer root sheath (ORS). The bulge is present between the sebaceous gland and the arrector pili muscle and is the niche for hair follicle stem cells (HFSCs). The bulge is also a niche for melanocyte stem cells, and their loss results in graying of hair. The HFSCs express Sox9 and Lhx2, which help them maintain stemness and prevent...
4.2K
Differentiation of Common Myeloid Progenitor Cells
3.9K
Common myeloid progenitors (CMPs) are oligopotent cells that can differentiate into granulocytes and macrophages. Granulocytes and macrophages are essential for protecting the body against bacterial, viral, or fungal infections. They migrate from the bone marrow into the circulating blood to reach specific tissue sites where they differentiate and help in immune surveillance. However, they survive only for a few days and must be continuously made available to the organism to maintain a robust...
3.9K
Classification of Leukocytes
5.0K
Leukocytes are classified into two groups based on the presence or absence of cytoplasmic granules. Granular leukocytes, which contain granules, belong to the myeloid lineage and are divided into three subtypes: neutrophils, eosinophils, and basophils. These cells are roughly spherical and characterized by the granules in their cytoplasm.
Neutrophils are the most abundant type of granular leukocytes, comprising 50-70% of all leukocytes. They feature small, evenly distributed granules and a...
Neutrophils are the most abundant type of granular leukocytes, comprising 50-70% of all leukocytes. They feature small, evenly distributed granules and a...
5.0K


