師資

郭淑美

Shu-Mei Guo

教授

聯絡方式

資訊系 / 資訊所 / AI學程 / 醫資所

  資訊系館1F 4209

  06-2757575 ext 62525

  guosm@mail.ncku.edu.tw

  智慧型數位影像處理實驗室

      (資訊系館新大樓4F 65403)

teacher

專長及研究領域

人工智慧(深度學習、遺傳基因演算法...)、醫療影像處理(肺癌、乳癌、心臟疾病…)、智慧型遺傳基因演算法(進化計算論)、模糊理論、影像處理(人臉表情辨識、影像壓縮...)、智慧型系統控制

學歷

美國 \ 美國休斯頓大學 \ 電腦系統工程 \ 博士(0000 ~ 0000)

美國 \ 美國紐澤西理工大學 \ 電腦科學 \ 碩士(0000 ~ 0000)

經歷

成功大學 \ 醫學資訊研究所 \ 所長 (0000 ~ now)

IEEE國際電子電機工程學會 \ \ 常務理事 (0000 ~ now)

IEEE 國際電子電機工程學會, 女性工程師WIE \ \ 主席 (0000 ~ now)

經濟部工業局提升資訊軟體品質計畫「CMMI 導入專案」 \ \ 審議委員 (0000 ~ now)

中華工程教育學會(IEET) \ \ 認證委員 (0000 ~ now)

經濟部技術處中小企業研提小型企業創新研發計畫 \ \ 審查委員 (0000 ~ now)

台灣台南軟體協會 \ \ 常務監事 (0000 ~ now)

經濟部技術處中小企業研提小型企業創新研發計畫(SBIR) \ \ 審查委員 (0000 ~ now)

中華工程教育學會(IEET) \ \ 認證委員 (0000 ~ now)

考試院 \ \ 典試委員 (0000 ~ now)

著作

Refered Papers

  • "Combined model integrating deep learning, radiomics and clinical data to classify lung nodules at chest CT, " La Radiologia Medica, (SCIE) Impact factor: 6.313 https://doi.org/10.1007/s11547-023-01730-6, published online 16 November 2023, Springer.
  •  "A modified 3D region proposal network for lung nodule detection in CT scans," Cancer imaging, (SCIE) Impact factor: 5.605 (major revision)
  •  “ Artificial intelligence evaluation of coronary computed tomography angiography to assist coronary stenosis classification and diagnosis,” European Journal of Clinical Investigation, 2023(SCIE) Impact factor: 5.722
  •  “A YOLO-based AI System for Classifying Calcifications on Spot Magnification Mammograms,” Biomedical Engineering Online(22:54). 2023(SCI) Impact factor: 3.903
  •  Lung Nodule Segmentation in LDCT: Modified 3D nnUNet with Unified Focal Loss,” Proceedings of IEEE III. International Conference on Electrical, Computer and Energy Technologies, pp.25, 2023. (CPCI) https://drive.google.com/file/d/1DXeR7mIJ98voZ6B0VkLQlMMMd5E0meft/view?usp=sharing, published online 27 November 2023, IEEE.SCI
  •  “Realization of DC-DC Buck converter based on hybrid H2 model following control,” IEEE Transactions on Industrial Electronics. (SCI, EI), vol. 69, no. 2, pp. 1782-1790. Impact factor: 7.515. 
  • ,“A PCB Alignment System Using RST Template Matching with CUDA on Embedded GPU Board,” Sensors, vol. 20, no. 9, pp. 2736. (SCI, EI) ( IF=3.031).SCI
  • “Hybrid robust discrete sliding mode control for generalized continuous chaotic systems subject to external disturbances,” Nonlinear Analysis: Hybrid Systems, vol. 29, pp. 74-84(SCI, EI)  (Ranking = 3/254 = 1.2%; IF = 5.266)
  • “Effective zero-norm minimization algorithms for noisy compressed sensing,” Journal of the Franklin Institute, vol. 357, pp. 7159-7181, July 14. (SCI, EI) ( ranking = 8/106 = 7.5%; IF = 4.036)SCI
  •  “A case study on the universal compensation-improvement mechanism: A robust PID filter-shaped optimal PI tracker for systems with/without disturbances,” Journal of the Franklin Institute, vol. 355, pp. 3583-3618. (SCI, EI) (Ranking = 5/103 = 4.9%; IF = 3.576)(IF)SCI
  •  “Integer wavelet-based image interpolation in lifting structure for image resolution enhancement,” Applied Mathematics, vol. 9, no. 10, pp. 1156-1178,SCI
  • "Improving differential evolution with successful-parent-selecting framework" IEEE Transactions on Evolutionary Computation(Ranking = 1/102; IF = 16.497)SCI
  • "Enhancing Differential Evolution Utilizing Eigenvector-Based Crossover Operator" IEEE Transactions on Evolutionary Computation (Ranking = 1/102; IF = 16.497)SCI
  • "Evolutionary fuzzy block-matching based camera raw image denoising" IEEE Transactions on Cybernetics (Ranking = 1/22 = 4.5%; IF = 11.448)SCI
  • "Genetic-based fuzzy image filter and its application to image processing" IEEE Transactions on Systems, Man and Cybernetics Part B(Ranking = 1/102; IF = 11.448)SCI
  • "3-D localization of clustered microcalcifications using cranio-caudal and medio-lateral oblique views" Computerized Medical Imaging and GraphicsSCI, EI
  • "Observer-type Kalman innovation filter for uncertain linear time-invariant systems“ Lung Nodule Segmentation in LDCT: Modified 3D nnUNet with Unified Focal Loss,” Proceedings of IEEE III. International Conference on Electrical, Computer and Energy Technologies, pp.25, 2023. (CPCI)
  • https://drive.google.com/file/d/1DXeR7mIJ98voZ6B0VkLQlMMMd5E0meft/view?usp=sharing, published online 27 November 2023, IEEE." IEEE Trans. on Aerospace and Electronic SystemsSCI, EI
  • "Evolutionary-programming-based Kalman filter for uncertain discrete-time nonlinear systems" Asian Journal of ControlSCI, EI
  •  "An intelligent image agent based on soft-computing techniques for color image processing" Expert Systems with ApplicationsSCI, EI
  • "Apply object-oriented technology to construct Chinese news ontology on the internet" Journal of Internet TechnologySCI, EI
  •  "An observer-based decentralized tracker for sampled-data systems: An evolutionary programming approach" International Journal of General SystemsSCI, EI
  •  "Genetic-based fuzzy image filter and its application to image processing" IEEE Transactions on Systems, Man and Cybernetics Part BSCI, EI
  •  "3-D localization of clustered microcalcifications using cranio-caudal and medio-lateral oblique views" Computerized Medical Imaging and GraphicsSCI, EI
  • "Evolutionary-programming-based tracker for hybrid chaotic interval systems" IMA Journal of Mathematical Control and InformationEI
  •  "Observer with evolutionary -programming-based optimal digital tracker for analog neutral multiple time-delay systems" Applied Mathematics and Computation.SCI, EI
  •  "Enlargement and reduction of image/video via discrete cosine transform pair--- Part II: reduction" Journal of Electronic ImagingSCI, EI
  • "An improved set partitioning embedded block scheme for still image compression" Journal of Electronic ImagingSCI, EI
  •  "JPEG 2000 wavelet filter design framework with chaos evolutionary programming" Journal of Signal ProcessingSCI, EI
  •  "EP-based adaptive tracker with observer and fault estimator for nonlinear time-varying sampled-data systems against actuator failures" Journal of The Franklin InstituteSCI, EI
  • "A boundary method for outlier detection based on support vector domain description" Pattern RecognitionSCI, EI
  •  "Novel wavelet-based image interpolations in lifting structures for image resolution enhancement" Journal of Electronic ImagingSCI, EI
  •  "Fuzzy similarity measure based hybrid image filter for color image restoration: Multi-methodology evolutionary computation" Journal of Electronic ImagingSCI, EI
  • "Fast pixel-size-based large scale enlargement and reduction of image: An adaptive combination of bilinear interpolation and DCT" Journal of Electronic ImagingSCI, EI
  •  "Mass Detection in Mammograms" International Journal on Computer, Consumer and ControlSCI, EI
  • "An efficient SVDD-based boundary method for multiclass classification problems" Journal of the Chinese Institute of EngineeringSCI, EI
  • "Efficient Block-Matching Motion Estimation Algorithm" Journal of Electronic ImagingSCI, EI
  • "An improved bidimensional empirical mode decomposition: A mean approach for fast decomposition" Signal ProcessingSCI, EI
  •  "Enhancing Differential Evolution Utilizing Eigenvector-Based Crossover Operator" IEEE Transactions on Evolutionary ComputationSCI, EI
  •  "Improving differential evolution with successful-parent-selecting framework" IEEE Transactions on Evolutionary ComputationSCI
  •  "Evolutionary fuzzy block-matching based camera raw image denoising" IEEE Transactions on Cybernetics, Accepted for publication(2015; Ranking = 1/22 = 4.5%; IF = 4.943)SCI
  •  "State-space self-tuning control for nonlinear stochastic hybrid systems" International Journal of Bifurcation and Chaos

Conference Papers

國際會議

1. "Adaptive control for nonlinear stochastic hybrid systems with input saturation" Third-Fourth Hawaii International Conference on System Sciences (HICSS-34), Hawaii, USA.

2. "Genetic-based fuzzy image filter for image processing" 10th National Conference on Fuzzy Theory and Its Applications, pp. 22-27, Taipei, Taiwan.

3. "Prioritized traffic-dependent task scheduling approach in embedded operation system" 2002 International Computer Symposium, Hualien, Taiwan.

4. "Computer-aided diagnosis in mammography" 13th International Congress on the Ultrasonic Examination of the Breast, pp.67-68, April 6-8, Kyoto, Japan.

5. "Ontology-based Q&A Extractor for Q&A System" 2003 The Joint Conference on AI, Fuzzy System, and Grey System, Taiwan

6. "Mass detection using a texture feature coding method" 13th International Congress on the Ultrasonic Examination of the Breast, Japan.

7. "基於ontology架構之模糊影像辨識系統" 2003 人工智慧、模糊系統及灰色系統聯合研討會, Taipei, Taiwan.

8. "智慧型自動化臉部表情辨識系統" 2003 人工智慧、模糊系統及灰色系統聯合研討會, Taipei, Taiwan.

9. "Apply object-oriented technology to construct Chinese news ontology on internet" 第十五屆物件導向技術及應用研討會,台南.

10. "A neural (Novel) fuzzy filter for impulse noise removal" 2004 International Symposium on Neural Networks, China., pp. 375-380.

11. "Weighted fuzzy ontology for Chinese e-news summarization" 2004 IEEE International Conference on Fuzzy Systems, Hungary, pp. 843-848.

12. "Apply FNN model to construct ontology-based Q&A system" The 5th WSEAS International Conference on Telecommunications and Informatics, Mexico.

13. "Modeling and optimal digital tracker for analog neutral delay systems" The 7th IASTED International Conference on Control and Applications, (CA 2005), Cancun, Mexico, pp.233-238.

14. "Introduction to the programming with personal software process curriculum" the First Taiwan Software Engineering Conference, Taipei, Taiwan.

15. "Teaching the personal software process course: experiences and results" The First Taiwan Software Engineering Conference, Taipei, Taiwan.

16. "3D ROC Analysis for Medical Imaging Diagnosis" The 27th Annual International Conference of IEEE Engineering in Medicine and Biology Society, Shianghai , China.

17. "Semi-Automatic Construction of Affection Ontology and Its Application on Emotion Identification" The 10th Conference on Artificial Intelligence and Applications, Kaohsiung, Taiwan.

18. "Semi-Automatic Construction of Affection Ontology and Its Application on Emotion Identification" The 10th Conference on Artificial Intelligence and Applications, Kaohsiung, Taiwan.

19. "基於知識本體之文件處理之研究" The 10th Conference on Artificial Intelligence and Applications, Kaohsiung, Taiwan.

20. "A key frame selection-based facial expression recognition system" Proceeding of IEEE 2006 International Conference on Innovative Computing, Information and Control, vol. 3, pp.341- 344, ISBN: 0-7695-2616-0, Beijing, China

21. "以UML 2為基礎之多代理人塑模方法" 第二屆台灣軟體工程研討會暨軟體工程聯盟課程教材成果發表會, Taipei, Taiwan.

22. "26-Experiences and Results after One-Semester Personal Software Process Course at National Chung Cheng University, Chia-Yi, Taiwan," the Second Taiwan Conference on Software Engineering, Taipei, Taiwan.

23. "7-Requirements Modeling through Experience-Based Approach" the Second Taiwan Conference on Software Engineering, Taipei, Taiwan.

24. "Adaptive tracker for nonlinear time-varying systems against actuator failures" IASTED International Conference on Modelling, Identification, and Control (MIC 2006), Lanzarote, Spain.

25. "Enhanced SLCCA Image Compression" IEEE Signal Processing Society, 2006 International Workshop on Multimedia Signal Processing, Victoria, Canada.

26. "Feature Selection Strategy for Mass Detection in Mammograms" 19th IPPR conference on Computer Vision, Graphics and Image Processing, Taipei, Taiwan.

27. "Chaos Evolutionary Programming Based JPEG Quantization Table Generation Scheme," [1] the fifth INFOS international conference, Cairo, Egypt.

28. "Optimal Digital Tracker for Analog Neutral Multiple Time-Delay Systems via Evolutionary Programming and High Gain Approach" The Sixth IEEE International Conference on Control and Automation, Guangzhou, China.

29. "Visual-Guided Robot Arm Using Self-Supervised Deep Convolution Neural Networks" The 2019 IEEE 15th International Conference on Automation Science and Engineering

研究計劃

科技部計劃

計畫名稱起迄日期補助單位
智慧型數位生活機能支持系統技術研究(2/3) ( NSC 93-2213-E-006-001- )2004 ~ 2005國科會
創新的進化規劃-混沌最佳化法以設計混沌參數變動系統軌跡追蹤器 (NSC 93-2218-E-006-088)2004 ~ 2005國科會
自由軟體研發專案成果推廣 (NSC93-3111-P-006-002-Y19)2004 ~ 2005國科會
自由軟體推動計畫 (NSC 93-2217-E-006-010)2004 ~ 2005國科會
智慧型數位生活機能支持系統技術研究(3/3) (NSC 94-2218-E-006-027- )2005 ~ 2005國科會
智慧型數位生活機能支持系統技術研(1/3) (NSC 91-2213-E-006-046)2002 ~ 2004國科會
多變數系統之分散式控制與狀態迴授分解設計 (NSC 92-2213-E-006-034- )2003 ~ 2004國科會
自由軟體推動小組 (NSC 92-2217-E-006-009)2003 ~ 2004國科會
適用於具輸入飽和的混沌隨機混合系統之自調式嶄新卡門濾波及控制法(NSC 91-2213-E-006-050)2002 ~ 2003國科會
有效的混沌軌跡追蹤器: 一種預測型的數位重新設計法(NSC90-2213-E-006-077)2001 ~ 2002國科會

一般建教案

計畫名稱起迄日期補助單位
軟體工程專業學程規劃(2) (H94-A083)2005 ~ 2006教育部
異質醫護資訊模型建構與擷取技術(94C40)2005 ~ 2006資策會
軟體工程專業學程規劃(1) (H93-N004)2004 ~ 2005教育部
個人軟體程序程式課程編撰計劃(2)2005 ~ 2005教育部
國際著名大學網站分析及國內大專校院雙語網站工力能提升建議 (B94-060)2005 ~ 2005教育部
個人軟體程序程式課程編撰計劃(1) (H93-N007)2004 ~ 2004教育部
多種特徵值與神經網路使用於乳房X光影像腫瘤偵測效能之研究(TCVGH-525505C)2003 ~ 2003台中榮總
軟體發展最佳化持續流程改善技術之研究 (B92-548)2003 ~ 2003資策會
紋路特徵值分析應用於數位乳房X光影像之腫瘤偵測(TCVGH-915509C)2002 ~ 2002台中榮總
乳房X光攝影之微鈣化群偵測與分類電腦輔助篩檢資料庫系統(TCVGH-905509D)2001 ~ 2001台中榮總

指導學生情況

指導學生

博士班:

黃勃程(博5)、廖悅清(博4)、言午智淵(博3)、黃家培(博1)

碩士班:

魏逸辰(碩2)、吳柏農(碩2)、陳彥良(碩2)、吳炳輝(碩2)、張文昕(碩2)
簡佑倫(碩1)、莊柏亮(碩1)、李宜修(碩1)、陳麗君(碩1)

指導學生之特殊榮譽

  • 九十四年度人工智慧學會(Taiwanese Association for Artificial Intelligence; TTAI) 碩士論文獎
  • 九十四年度國科會大專學生參與專題研究計劃
  • 九十四年度教育部微電腦應用系統設計製作競賽 一般競賽項目 第2 名(第1名從缺)
  • 九十四年度教育部微電腦應用系統設計製作競賽 產學合作競賽項目 銅手獎
  • 資訊工業策進會主辦「CreativeLife科技應用情境創意大賽」佳作獎

主辦及參與國際會議

  • ”開放原始碼” 技術與應用研討會科技研討會; Program chair, 2005.(2005)
  • The 1st Taiwan Software Engineering Conference; Member of conference program committee and Session chair(2005)
  • 2005 Symposium on Digital Life and Internet Technologies; Member of conference program committee and Session chair(2005)
  • 第二屆中法資訊科技研討會; Member of conference program committee and Session chair(2005)
  • The 15th Workshop on Object-Oriented Technology and Applications; Member of conference program committee and Session chair(2005)
  • The 1st Taiwanese-French Conference in Information Technologies; Member of conference program committee(2005)
  • 二○○四年世界電腦象棋爭霸賽; Member of conference program committee(2004)
  • Workshop on the 21st Century Digital Life and Internet Technologies; Member of conference program committee(2004)
  • 2003 Symposium on Digital Life and Internet Technologies; Member of conference program committee and Session chair(2003)