Research

學術發表

Peer-Reviewed Publications Related to Brain Tumor AI

以下整理與腦瘤 AI、MRI segmentation、radiomics 與放射治療相關之國際期刊論文（Yu-Te Wu 等參與或通訊作者）。

  • Vestibular Schwannoma
  • Brain Metastasis
  • Meningioma Segmentation
Vestibular SchwannomaMulti-parametric MRICNNTarget Delineation

Combining analysis of multi-parametric MR images into a convolutional neural network: Precise target delineation for vestibular schwannoma treatment planning

Lee WK, Wu CC, Lee CC, et al.; Yu-Te Wu

Artificial Intelligence in Medicine · 2020;107:101911

使用多參數 MRI 與 CNN 進行聽神經瘤治療計畫中的精準靶區輪廓描繪。

待補：DOI / PubMed 連結

Three Tumor TypesGamma KnifeLesion Delineation

Lesion delineation framework for vestibular schwannoma, meningioma and brain metastasis for gamma knife radiosurgery using stereotactic magnetic resonance images

Lee WK, Yang HC, Lee CC, Lu CF, Wu CC, Chung WY, Wu HM, Guo WY, Yu-Te Wu

Computer Methods and Programs in Biomedicine · 2023;229:107311

針對聽神經瘤、腦膜瘤與腦轉移瘤三類腫瘤，建立應用於 Gamma Knife radiosurgery 的 MRI lesion delineation framework。

待補：DOI / PubMed 連結

Federated LearningSRSMulti-Institutional

Federated Learning: A Cross-Institutional Feasibility Study of Deep Learning Based Intracranial Tumor Delineation Framework for Stereotactic Radiosurgery

Lee WK, Hong JS, Lin YH, et al.; Yu-Te Wu

Journal of Magnetic Resonance Imaging · 2024;59(6):1967–1975

探討跨機構 federated learning 應用於 SRS 腦內腫瘤輪廓描繪的可行性，涵蓋聽神經瘤、腦膜瘤與腦轉移瘤。

待補：DOI / PubMed 連結

Brain MetastasisSegmentationMeta-Analysis

Brain metastasis tumor segmentation and detection using deep learning algorithms: A systematic review and meta-analysis

Wang TW, Hsu MS, Lee WK, Pan HC, Yang HC, Lee CC, Yu-Te Wu

Radiotherapy and Oncology · 2024;190:110007

系統性回顧與統合分析深度學習於腦轉移瘤 segmentation 與 detection 的研究證據。

待補：DOI / PubMed 連結

RadiomicsNSCLCPredictive Biomarker

Radiomics of metastatic brain tumor as a predictive image biomarker of progression-free survival in patients with non-small-cell lung cancer with brain metastasis receiving tyrosine kinase inhibitors

Wang TW, Chao HS, Chiu HY, Lu CF, Liao CY, Lee Y, Chen JR, Shiao TH, Chen YM, Yu-Te Wu

Radiomics / Predictive Imaging Biomarker

探討腦轉移瘤 radiomics 作為非小細胞肺癌腦轉移病患 progression-free survival 的影像預測生物標記。

待補：DOI / PubMed 連結

MeningiomaSegmentationMeta-Analysis

Performance of Convolutional Neural Network Models in Meningioma Segmentation in Magnetic Resonance Imaging: A Systematic Review and Meta-Analysis

Wang TW, Hong JS, Lee WK, Lin YH, Yang HC, Lee CC, Chen HC, Wu HM, You WC, Yu-Te Wu

Neuroinformatics · 2025;23(1):14

系統性分析 CNN 模型在 MRI 腦膜瘤 segmentation 的表現。

待補：DOI / PubMed 連結

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