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相关概念视频

Bone Marrow Sampling and Transplants01:22

Bone Marrow Sampling and Transplants

356
Bone marrow transplant is a potential cure for several diseases, including cancer and specific genetic disorders. Notably, this procedure is applicable for patients suffering from aplastic anemia, certain types of leukemia, severe combined immunodeficiency disease (SCID), Hodgkin's disease, non-Hodgkin's lymphoma, multiple myeloma, thalassemia, sickle-cell disease, and certain cancers.
The transplant begins with high doses of chemotherapy and radiation treatment, which aim to destroy...
356
Classification of Bones01:18

Classification of Bones

5.7K
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The...
5.7K
Bone Cells and Tissue01:30

Bone Cells and Tissue

4.7K
Bones contain a relatively small number of cells entrenched in a matrix of organic and inorganic components. Although bone cells compose only a small amount of the bone volume, they are crucial to its function. Four types of cells are found within the bone tissue— osteoblasts, osteocytes, osteogenic cells, and osteoclasts.
Osteoblasts and Osteocytes
The osteoblast is the bone cell responsible for forming new bone tissue. It is found in the growing portions of bone, including the...
4.7K
Differentiation of Common Myeloid Progenitor Cells01:15

Differentiation of Common Myeloid Progenitor Cells

3.2K
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...
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Bone Structure01:55

Bone Structure

48.7K
Within the skeletal system, the structure of a bone, or osseous tissue, can be exemplified in a long bone, like the femur, where there are two types of osseous tissue: cortical and cancellous.
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Compact Bone01:27

Compact Bone

11.8K
Most bones contain compact and spongy osseous tissue, but their distribution and concentration vary based on the bone's overall function.
Compact bone, also called cortical bone, is the denser, stronger of the two types of bone tissue. It is found under the periosteum and in the diaphyses of long bones, where it provides support and protection. The microscopic structural unit of compact bone is called an osteon, or haversian system. Each osteon is composed of concentric rings of calcified...
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相关实验视频

Updated: Jul 16, 2025

Preparation of Whole Bone Marrow for Mass Cytometry Analysis of Neutrophil-lineage Cells
08:09

Preparation of Whole Bone Marrow for Mass Cytometry Analysis of Neutrophil-lineage Cells

Published on: June 19, 2019

9.3K

改进了用于检测骨髓细胞的YOLOv7算法.

Zhizhao Cheng1, Yuanyuan Li1

  • 1School of Mathematics and Physics, Wuhan Institute of Technology, Wuhan 430205, China.

Sensors (Basel, Switzerland)
|September 9, 2023
PubMed
概括
此摘要是机器生成的。

这项研究引入了YOLOv7-CTA,这是一个改进的骨髓细胞检测算法. 新模型显著提高了分类这些关键细胞用于血液学诊断的准确性.

关键词:
科特兰 (CoTLAN) 是一个这就是YOLOv7的意义.注意力机制注意力机制检测骨髓细胞检测 骨髓细胞检测焦点损失是因为焦点损失.

更多相关视频

Automated Quantification of Hematopoietic Cell &#8211; Stromal Cell Interactions in Histological Images of Undecalcified Bone
09:31

Automated Quantification of Hematopoietic Cell – Stromal Cell Interactions in Histological Images of Undecalcified Bone

Published on: April 8, 2015

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Database-guided Flow-cytometry for Evaluation of Bone Marrow Myeloid Cell Maturation
12:05

Database-guided Flow-cytometry for Evaluation of Bone Marrow Myeloid Cell Maturation

Published on: November 3, 2018

11.7K

相关实验视频

Last Updated: Jul 16, 2025

Preparation of Whole Bone Marrow for Mass Cytometry Analysis of Neutrophil-lineage Cells
08:09

Preparation of Whole Bone Marrow for Mass Cytometry Analysis of Neutrophil-lineage Cells

Published on: June 19, 2019

9.3K
Automated Quantification of Hematopoietic Cell &#8211; Stromal Cell Interactions in Histological Images of Undecalcified Bone
09:31

Automated Quantification of Hematopoietic Cell – Stromal Cell Interactions in Histological Images of Undecalcified Bone

Published on: April 8, 2015

11.6K
Database-guided Flow-cytometry for Evaluation of Bone Marrow Myeloid Cell Maturation
12:05

Database-guided Flow-cytometry for Evaluation of Bone Marrow Myeloid Cell Maturation

Published on: November 3, 2018

11.7K

科学领域:

  • 血液学 血液学 血液学
  • 计算病理学计算病理学
  • 医学成像分析 医学成像分析

背景情况:

  • 准确的骨髓 (BM) 细胞检测和分类对于血液学诊断至关重要.
  • 目前的方法面临挑战,因为数据有限,类别差异微妙,目标大小小小,导致病理学家的准确性低,手工工作量很大.
  • 需要自动化,高精度的解决方案来提高诊断效率和可靠性.

研究的目的:

  • 开发一个改进的BM细胞检测算法,YOLOv7-CTA,以解决现有方法的局限性.
  • 为了提高模型对细粒度特征的敏感性,并提高对小目标细胞的注意力.
  • 为了优化箱生成和处理类不平衡,以获得更好的检测性能.

主要方法:

  • 拟议的YOLOv7-CTA算法结合了新的CoTLAN模块,用于脊柱网络的长期特征建模.
  • 集成的协调注意力 (CoordAtt) 模块,以加强对小目标特征的关注.
  • 利用K-means++集群生成优化框和焦点损失以解决正负样本不平衡.

主要成果:

  • YOLOv7-CTA模型实现了最高平均精度 (mAP) 的88.6%.
  • 与现有模型相比显示了显著的改进:比Faster R-CNN有12.9%,比YOLOv5l有8.3%,比YOLOv7.7有6.7%.
  • 有效地解决了与微妙特征差异,小目标大小和不平衡数据集相关的挑战.

结论:

  • 在骨髓细胞检测任务中,YOLOv7-CTA模型显示出卓越的有效性和性能.
  • 开发的算法为改善血液学诊断的准确性和效率提供了一个有希望的自动化解决方案.
  • 新型模块和优化技术的整合显著推进了用于细胞分类的医疗图像分析的最新技术.