文書・図像類

3次元メッシュ変分オートエンコーダーを用いた臓器形状アトラスの構築

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3次元メッシュ変分オートエンコーダーを用いた臓器形状アトラスの構築

Material type
文書・図像類
Author
梅原, 隆一ほか
Publisher
電子情報通信学会
Publication date
2023-02-27
Material Format
Digital
Capacity, size, etc.
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Summary, etc.:

生体が有する臓器や骨格の形状と位置を少ないパラメーターで表現するモデルは放射線治療や外科手術支援等など幅広い臨床応用が期待できる。しかし、軟臓器は患者間で多様な形状と位置を取るため、線形モデルでは局所的に変化が大きい形状を再構成することは難しく、非線形モデルでは特にデータ数が少ないときに過学習に陥り...

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  • Kyoto University Research Information Repository

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Digital

Material Type
文書・図像類
Author/Editor
梅原, 隆一
中村, 光宏
中尾, 恵
Publication, Distribution, etc.
Publication Date
2023-02-27
Publication Date (W3CDTF)
2023-02-27
Alternative Title
Construction of an organ shape and position atlas using 3D Mesh Variational Autoencoder
Periodical title
電子情報通信学会技術報告 (MI)
No. or year of volume/issue
122 417