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Updated: Sep 10, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
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CT画像を用いた肺結節の強化分類のための軽量な二重出力視力トランスフォーマー

Menna Allah Mahmoud1, Yanhua Wen1, Yuling Liufu1

  • 1Department of Radiology, The Fifth Affiliated Hospital of Guangzhou Medical University, Guangzhou, China.

Technology in cancer research & treatment
|August 21, 2025
PubMed
まとめ

軽量な視力トランスフォーマー EfficientFormerV2-S2は,さまざまなデータセットで肺の結節を高精度で分類しています. このモデルは強い汎用性を示し,肺ノドルの検出において効率的な臨床使用の可能性を示しています.

キーワード:
CTイメージングコンピュータによる診断軽量な建築肺結節の分類ビジョン・トランスフォーマー

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Computed Tomography01:10

Computed Tomography

Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
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Imaging Studies III: Computed Tomography01:27

Imaging Studies III: Computed Tomography

DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
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Imaging Studies for Cardiovascular System V: CT01:28

Imaging Studies for Cardiovascular System V: CT

Cardiac computed tomography (CT) scanning is an advanced cardiac imaging technique that utilizes CT technology, with or without intravenous (IV) contrast, to produce accurate cross-sectional virtual slices of specific areas of the heart, coronary circulation, and major blood vessels such as the aorta, pulmonary veins, and arteries. The computer processes these slices to generate three-dimensional images. Multidetector CT (MDCT) is a rapid form of CT scanning that captures multiple slices...
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