教師個人簡歷
現職
國立中央大學
生醫理工學院生醫科學與工程學系
教授
專長
幾何深度學習
電腦視覺
影像對抗與匿蹤
通用人工智慧
Geometric Deep Learning
Computer Vision
Image Adversary and Concealment
Artificial General Intelligence
專長簡述
使用微分流形建構具備可解釋性、低計算複雜度與硬體成本的綠色人工智慧模型
最高學歷
國立交通大學
電子研究所
博士
科技部學門領域
政府GRB研究專長領域
教育部學門領域
國科會計畫統計
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以動態拓樸流形演化與幾何記憶重整AI模型結構與三維醫學影像拓樸分類實證
1150801~1160731
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輕量型生成模型於數位神經醫學標記反轉譯之流形理論與平台研發
1140801~1150731
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超輕量型幾何快速資料密度泛函網路:用於超大型多維醫學與物件影像之自動化辨識、分割以及匿跡與對抗
1130801~1140731
[幾何深度學習,快速資料密度泛函轉換,全域捲積,醫學影像分割,高維重構,電腦視覺,流形代數,微分幾何,可解釋深度學習網路,對稱性,不變性 , Geometric Deep Learning,Fast Data Density Functional Transform,Global Convolutions,Medical Image Segmentation,High-dimensional Reconstruction,Computer Vision,Manifold Algebra,Differential Geometry,Interpretable Deep Learning Networks,Symmetry,Invariance] -
嵌入幾何深度學習的快速資料密度泛函轉換之研究與其在多維度醫學特徵之快速辨識、追蹤與重建
1120801~1130731
[幾何深度學習,快速資料密度泛函轉換,全域捲積,醫學影像分割,高維重構,電腦視覺,流形代數,微分幾何,可解釋深度學習網路,對稱性,不變性 , Geometric Deep Learning,Fast Data Density Functional Transform,Global Convolutions,Medical Image Segmentation,High-dimensional Reconstruction,Computer Vision,Manifold Algebra,Differential Geometry,Interpretable Deep Learning Networks,Symmetry,Invariance] -
新型快速機械/電腦視覺關鍵技術開發與智能自動化多目標生物特徵辨識與追蹤模組之整合應用
1110801~1120731
[電腦視覺,機械視覺,邊緣運算,深度學習,自注意力,自學習,快速資料密度泛函轉換 , computer vision,machine vision,edge computing,deep learning,self-attention,self-learning,fast data density functional transform] -
醫學影像的精細結構自動化辨識定位及其三維影像重構之研究
1100801~1110731
[生物科學,計算生物,生物資訊,影像處理,影像重構,統計方法,核磁共振影像,非監督學習,Lucas-Kanade 光流法,像素連結法,前後偵測法,密度泛函理論,資料密度泛函方法,辨識,定位,視覺化 , Biological sciences,Computational biology,Bioinformatics,Image processing,Image reconstruction,Statistical methods,MRI,Unsupervised learning,Lucas-Kanade optic flow,Pixel connectivity,Forward-backward detection,Density functional theory,Data de] -
具備邊緣運算演算法之超聲感測陣列應用於智能工廠人像安全識別
1100601~1110531
[智慧工業物聯網,智能工廠,人員安全防護 , AIIoT,Smart factory,Personnel safety protection] -
醫學影像的精細結構自動化辨識定位及其三維影像重構之研究
1090801~1100731
[生物科學,計算生物,生物資訊,影像處理,影像重構,統計方法,核磁共振影像,非監督學習,Lucas-Kanade 光流法,像素連結法,前後偵測法,密度泛函理論,資料密度泛函方法,辨識,定位,視覺化 , Biological sciences,Computational biology,Bioinformatics,Image processing,Image reconstruction,Statistical methods,MRI,Unsupervised learning,Lucas-Kanade optic flow,Pixel connectivity,Forward-backward detection,Density functional theory,Data de] -
醫學影像的精細結構自動化辨識定位及其三維影像重構之研究
1080801~1090731
[生物科學,計算生物,生物資訊,影像處理,影像重構,統計方法,核磁共振影像,非監督學習,Lucas-Kanade 光流法,像素連結法,前後偵測法,密度泛函理論,資料密度泛函方法,辨識,定位,視覺化 , Biological sciences,Computational biology,Bioinformatics,Image processing,Image reconstruction,Statistical methods,MRI,Unsupervised learning,Lucas-Kanade optic flow,Pixel connectivity,Forward-backward detection,Density functional theory,Data de] -
以量子力學方法研究大尺度三維生物組織影像重構
1070801~1080731
[生物科學,計算生物,生物資訊,影像處理,影像重構,統計方法,核磁共振影像,彩虹腦,非監督學習,Lucas-Kanade 光流法,像素連結法,密度泛函理論 , Biological sciences, Computational biology, bioinformatics, Image processing, Statistical methods, MRI, Brainbow, unsupervised learning, Lucas-Kanade optic flow, pixel connectivity, density functional theory]
產學合作計畫統計
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具備邊緣運算演算法之超聲感測陣列應用於智能工廠人像安全識別
1100601~1110531
[智慧工業物聯網,智能工廠,人員安全防護,人物辨識 , AIIoT,Smart factory,Personnel safety protection,Human recognition]
期刊著作
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Deep learning-assisted piezoelectric nanogenerators based on layered SnS2/MoS2 heterostructures for interactive sensing and affective computing applications
Chemical Engineering Journal, 530, 2026-02-15
[ Deep learning,Piezoelectricity,Recognition,Sensor,van der Waals heterostructure ] -
A flexible, sustainable, and deep learning-assisted triboelectric patch for self-powered interactive sensing and wound healing applications
Nano Energy, 134, 2025-02-01
[ Deep learning,Electrical stimulation,Nanocomposite,Sustainable,Triboelectricity ] -
A dynamic approach to support outbreak management using reinforcement learning and semi-connected SEIQR models
BMC Public Health, 24, 1, 2024-12-01
[ COVID-19,Population-weighted density,Reinforcement learning,SEIQR model,Transport hub ] -
Global Convolutional Self-Action Module for Fast Brain Tumor Image Segmentation
IEEE Transactions on Emerging Topics in Computational Intelligence, 8, 6, 3848-3859, 2024-01-01
[ Fast data density functional transform,fermi normalization,global convolutions,long-range dependency,self-action ] -
Feature-aware unsupervised lesion segmentation for brain tumor images using fast data density functional transform
Scientific Reports, 13, 1, 2023-12-01 -
Lightweight Deep Neural Network Embedded with Stochastic Variational Inference Loss Function for Fast Detection of Human Postures
Entropy, 25, 2, 2023-02-01
[ bayesian neural networks,gaussian mixture model,human posture identification,integer-arithmetic-only,lightweight neural networks,self-attention,stochastic variational inference ] -
Improvement in vocal-cord visualization with Trachway video intubating stylet using direct oxygen flow and effective analysis of the fraction of inspired oxygen: a bench study
Journal of Clinical Monitoring and Computing, 36, 6, 1723-1730, 2022-12-01
[ Fraction of inspired oxygen,Intubation,Oxygen delivery device,Trachway stylet ] -
Thermodynamic Interpretation of a Machine-Learning-Based Response Surface Model and Its Application to Pharmacodynamic Synergy between Propofol and Opioids
Mathematics, 10, 10, 2022-05-01 -
Computational complexity reduction of neural networks of brain tumor image segmentation by introducing fermi–dirac correction functions
Entropy, 23, 2, 1-14, 2021-02-01
[ Computational complexity,Dimensional fusion U-net,Fermi–Dirac distribution,Image segmentation ] -
Smart fall detection framework using hybridized video and ultrasonic sensors
Micromachines, 12, 5, 2021-01-01
[ Data density functional theory,Fall detection,Machine learning,Posture detection,Sensor fusion,Ultrasonic sensors ] -
Medical image segmentation with adjustable computational complexity using data density functionals
Applied Sciences (Switzerland), 9, 8, 2019-04-01
[ Data density functionals , Denoising , Image compression , Image segmentation ] -
Unsupervised Learning and Pattern Recognition of Biological Data Structures with Density Functional Theory and Machine Learning
Scientific Reports, 8, 1, 2018-12-01 -
Pattern recognition of human postures using the data density functional method
Applied Sciences (Switzerland), 8, 9, 2018-09-11
[ Cluster boundary , Cluster number , Data density functional , Posture recognition , Tri-axial gravitational sensor ] -
Using nanoindentation to investigate the temperature cycling of Sn–37Pb solders
Microelectronics Reliability, 78, 111-117, 2017-11-01
[ Diffusion , Electron microscopy , Intermetallic compounds , Recrystallization ] -
Physical analysis of a biomimetic microphone with a central-supported (C-S) circular diaphragm for sound source localization
IEEE Sensors Journal, 12, 5, 1504-1512, 2012-04-24
[ Biomimetic microphone , central floating joint , central-supported diaphragm , clover , hybrid , MEMS microphone , parasitoid fly , quality factor , sound source localization , squeeze film air damping effect ] -
Thermal analysis: VCSELs on an SiOB
IEEE Journal of Selected Topics in Quantum Electronics, 17, 3, 531-539, 2011-05-01
[ 3-D optical stacks,conduction,convection,equivalent electrothermal circuit model (EETCM),general electrothermal network -model,Greens theorem,heat transfer equation,silicon optical bench (SiOB),thermal management,vertical-cavity surface-emitting laser (VCSEL) ] -
Design and fabrication of a microplatform for the proximity effect study of localized ELF-EMF on the growth of in vitro HeLa and PC-12 cells
Journal of Micromechanics and Microengineering, 20, 12, 2010-12-01 -
Gravity-assisted seeding control for 1-D material growth
IEEE Transactions on Nanotechnology, 8, 4, 427-430, 2009-07-01
[ 1-D material , 3D-IC , Gravity-assisted , Integrated nanoelectronic circuit , Seeding control ] -
A capacitive micromachined ultrasonic transducer array for minimally invasive medical diagnosis
Journal of Microelectromechanical Systems, 17, 3, 599-610, 2008-06-01
[ Acoustic devices , Acoustic transducers , Actuators ] -
A patterned dielectric support process for high performance passive fabrication
IEEE Microwave and Wireless Components Letters, 18, 2, 82-84, 2008-02-01
[ Coplanar waveguide (CPW) , Effective dielectric constant , Equivalent impedance , Oxide/nitride fins , Radio frequency integrated circuit (RFIC) , Substrate loss ] -
Power consumption reduction scheme of magnetic microactuation using electroplated Cu-Ni nanocomposite
, 90, 24, 2007-06-22 -
Model to determine the self-resonant frequency of micromachined spiral inductors
, 89, 10, 2006-09-15 -
A closed-form integral model of spiral inductor using the kramers-kronig relations
IEEE Microwave and Wireless Components Letters, 15, 11, 778-780, 2005-11-01
[ Kramers-kronig relations , Radio frequency integrated circuit (RFIC) , Self-resonant frequency , Spiral inductor ] -
A robust high-Q micromachined RF inductor for RFIC applications
IEEE Transactions on Electron Devices, 52, 7, 1489-1496, 2005-07-01
[ Accelerative and thermal disturbance system , High-Q micromachined inductor , Radio frequency integrated circuit (RFIC) , Robust design , Signal stability ]
研討會著作
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Multi-view Classifier and Fast Brain Tumor Segmentation Using Geometric Fast Data Density Functional Transform
173-178, 2023-01-01
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A Novel Telemedicine System to Traditional Tongue Examination for Chinese Medical Applications
309-314, 2021-09-01
[ Chinese Medicine,Telemedicine System,Tongue Image,YOLO v4 ] -
Electrochemically Synthesized Nanocomposites for MEMS Device Performance Enhancement
2018-12-05
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Mean-time-to-crack model of microbump interconnect in FCGBA package under thermal cyclic test
104-109, 2013-01-01
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Hybrid biomimetic directional microphone for the full space sound source localization
96-97, 2010-01-01
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Equivalent electrothermal circuit model for vertical-cavity surface-emitting lasers on silicon optical bench
8-12, 2009-12-16
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Formation, rolling, and agglomeration of a Co seed droplet in patterned inverted silicon nano-pyramid
172-175, 2009-12-01
[ Agglomeration , Bond number , Gravitational force , Inverted silicon nano-pyramid , Liquid drop , One-dimension material , Rolling , Seeding control ] -
An implantable ultrasonic doppler blood flowmeter
808-811, 2006-12-01
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An optimum design of the micromachined RF inductor
639-642, 2004-09-20
[ Mechanical Disturbance , Micromachined Inductor , Optimum Design , RFIC , Signal Stability ]
專書
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Lecture Notes in Computer Science
38-47, 2026-01-01
[ BraTS2025,GLI,inference time reduction,PowerMLP ] -
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
81-92, 2021-01-01
[ Attention U-Net,Dimensional hybridization,fDDFT ]
校外榮譽
- 111 [國家科學委員會] 國科會工程處111年度產學計畫成果發表暨績效考評會議-機電能源領域:簡報類--特優獎
- 111 [國家科學委員會] 第19屆國際自動化技術研討會最佳論文獎第一名
校內獲獎
- 114 論文進步獎
- 105 新聘傑出獎
- 105 新進教師補助
- 1090103 ~ 1090103 2020無限次元-智慧醫療競賽 優等
國立中央大學