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医用画像分類精度の向上に向けたラジオミクスとビジョントランスフォーマーの統合に関する探索的研究

Zhenyu Yang1,2, Rihui Zhang1,2, Haiming Zhu1,2,3

  • 1Medical Physics Graduate Program, Duke Kunshan University, Kunshan, China.

Medical physics
|January 7, 2026
PubMed
まとめ

本研究では、医用画像分類のためのRadiomics-Embedded Vision Transformer (RE-ViT)を紹介します。この新しいフレームワークは、ラジオミクスと深層学習を統合し、多様なデータセットで既存のモデルを上回るパフォーマンスを示しました。

キーワード:
ラジオミクスビジョントランスフォーマー深層学習医用画像分類人工知能

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関連する概念動画

Radiological Investigation II: MRI and Ventilation Perfusion Scan01:30

Radiological Investigation II: MRI and Ventilation Perfusion Scan

Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Imaging Studies I: CT and MRI01:14

Imaging Studies I: CT and MRI

Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...