関連する実験動画
Updated: Feb 13, 2026

10:25
Deep Learning-Based Segmentation of Cryo-Electron Tomograms
Published on: November 11, 2022
10.9K
小児 medulloblastoma 放射線療法における脳および椎骨下部構造の深層学習ベース自動セグメンテーションアルゴリズム
Wei Wang1, Shuxian Chen1, Mawei Jiang1
1Oncology Department, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, 200092.
まとめ
FuseNet は、小児の脳および椎骨下部構造のセグメンテーションにおいて優れた性能を示し、手動修正時間を大幅に短縮します。nnU-Net も medulloblastoma 治療計画に有望なセグメンテーション能力を示しています。
科学分野:
- 医用画像
- 医療における人工知能
- 小児腫瘍学
背景:
- 小児患者の効果的な放射線療法計画には、medulloblastoma 下部構造の正確なセグメンテーションが不可欠です。
- 既存のセグメンテーション方法には、特に異なる年齢層全体で、精度と効率に限界がある場合があります。
主な方法:
- 放射線療法を受けた 60 人の小児患者 (≤5 歳および >5 歳) の後向き分析。
- CT-MRI 融合画像を使用した脳下部構造のセグメンテーション、および CT 画像を使用した椎骨下部構造のセグメンテーション。
- U-Net、nnU-Net、および FuseNet モデルのトレーニングと検証、一般化のための外部検証。
結論:
- nnU-Net は、medulloblastoma 下部構造の良好な自動セグメンテーションを達成するための実行可能なツールです。
- FuseNet は、脳セグメンテーションの精度を向上させ、修正効率を向上させるため、小児放射線療法計画に有望なツールとなります。
関連する概念動画
Higher Mental Functions of Brain: Learning and Memory
2.1K
Memory is one of the most vital higher mental functions of the brain. Memory is closely related to learning because it enables us to retain information and experiences from our past to use them in our present life. It also helps us to remember facts, events, and skills, such as riding a bike or swimming. There are two types of memory — declarative memory, which involves memorizing facts or events, and procedural memory, which enables us to remember how to do something like writing or...
2.1K
Muscles of the Vertebral Column
3.3K
The back muscles that lie deep into the thoracolumbar fascia are called intrinsic or true back muscles. These muscles are divided into four layers: superficial, intermediate, deep, and deepest layers.
Superficial Layer:
The superficial layer consists primarily of the splenius muscles, which include the splenius capitis and splenius cervicis. These muscles are mainly responsible for the head and cervical spine movements, including extension, rotation, and lateral bending. The splenius capitis...
Superficial Layer:
The superficial layer consists primarily of the splenius muscles, which include the splenius capitis and splenius cervicis. These muscles are mainly responsible for the head and cervical spine movements, including extension, rotation, and lateral bending. The splenius capitis...
3.3K
Trial and Error and Algorithm
429
A problem-solving strategy is a plan of action used to find a solution. Different strategies have distinct action plans. Trial and error involves trying different solutions until one works. For instance, to fix a broken printer, you might check ink levels, ensure the paper tray isn't jammed, and verify the printer's connection to your laptop. This method can be time-consuming but is commonly used. Thomas Edison, for example, used trial and error to find a suitable filament for the light...
429
Articulations of the Vertebral Column
3.2K
In addition to being held together by the intervertebral discs, adjacent vertebrae also articulate with each other at synovial joints formed between the superior and inferior articular processes called zygapophysial joints (facet joints). These are plane joints that provide for only limited motions between the vertebrae. The orientation of the articular processes at these joints varies in different regions of the vertebral column and serves to determine the types of motions available in each...
3.2K
Vertebral Column: Regions and Curvature
6.2K
The vertebral column or spine is a flexible column that supports the head, neck, and body and allows for their movements. It also protects the spinal cord.
Regions of the Vertebral Column
In an adult, the spine is subdivided into five regions: the cervical, the thoracic, the lumbar, the sacral, and the coccygeal region. The spine initially develops as a series of 33 vertebrae; after 20 years of age, the nine bones in the sacral region, five sacral, and four coccygeal bones fuse to form...
Regions of the Vertebral Column
In an adult, the spine is subdivided into five regions: the cervical, the thoracic, the lumbar, the sacral, and the coccygeal region. The spine initially develops as a series of 33 vertebrae; after 20 years of age, the nine bones in the sacral region, five sacral, and four coccygeal bones fuse to form...
6.2K
Avoidance Learning and Learned Helplessness
2.6K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
2.6K

