黃思皓

助理教授

研究室

管理一館M418

校內分機

57083

E-mail

szuhaohuang[at]gmail.com

實驗室

電腦視覺與機器學習實驗室

電腦視覺與機器學習實驗室

地點:管理二館MB313A

研究領域

機器學習與大數據分析

電腦視覺與虛擬實境應用

金融科技與區塊鏈系統

開授課程

進階程式設計

資財導論

智慧型管理決策系統

教師學歷

  • 國立清華大學資訊工程學系博士

教師經歷

  • 國立清華大學工業工程與工程管理學系助理研究員
  • 國立清華大學工業工程與工程管理學系兼任助理教授
  • 國立清華大學計量財務金融學系兼任助理教授
  • 國立清華大學資工系博士後研究

研究領域

  • 機器學習與大數據分析
  • 電腦視覺與虛擬實境應用
  • 金融科技與區塊鏈系統

開授課程

  • 進階程式設計
  • 資財導論
  • 智慧型管理決策系統
  • 財務預測專題

期刊論文

  • Chu, C.H.*, Huang, S.H., Yang, C.K., and Tseng, C.Y. (2015) “Design customization of respiratory mask based on 3D face anthropometric data” International Journal of Precision Engineering and Manufacturing, Vol. 16, No. 3, pp.487-494. (SCI, EI)
  • Huang, S.H.* and Pan, Y.C. (2015) “Automated Visual Inspection in Semiconductor Industry: A Survey,” Computers in Industry, Vol. 66, pp.1-10. (SCI, EI)
  • Lo, C.H., Chu, C.H.*, and Huang, S.H. (2014) “Evaluating the Effect of Interactions between Appearance-Related Product Designs and Facial Characteristics on Social Affectivity,” International Journal of Industrial Ergonomics, Vol. 45, pp.35-47. (SCI,EI)
  • Huang, S.H.* and Lai, S.H. (2014) “A Joint Learning Approach to Face Detection in Wavelet Compressed Domain,” Mathematical Problems in Engineering, Vol. 2014, pp.1-13. (SCI,EI)
  • Huang, S.H.* and Pan, Y.C. (2014) “Ergonomic job Rotation Strategy Based on An Automated RGB-D Anthropometric Measuring System.” Journal of Manufacturing Systems, Vol. 33, No. 4, pp.699-710. (SCI,EI)
  • Huang, S.H., Yang, Y.I., and Chu, C.H.* (2012) “Human-Centric Design Personalization of 3D Glasses Frame in Markerless Augmented Reality,”Advanced Engineering Informatics, Vol. 26, No. 1, pp.35-45. (SCI,EI)
  • Huang, S.H., Tai, S.H., Lai, S.H.* (2011) “A Learning based Contrarian Trading Strategy via Dual Classifiers Model,” ACM Transactions on Intelligent Systems and Technology, Vol. 2, No. 3. (SCI,EI)
  • Huang, S.H., Chu, Y.H., Lai, S.H.*, Novak, C.L. (2009)“Learning-based Vertebra Detection and Iterative Normalized-Cut Segmentation for Spinal MRI,”IEEE Transactions on Medical Imaging, vol. 28, no. 10, pp. 1595-1605. (SCI,EI)
  • Huang, S.H. and Lai, S.H. * (2009) “Improved AdaBoost-based Learning via Paired Feature Analysis and its applications in Multimedia,” Image and Recognition, Vo. 15, No. 1, pp. 66-85.
  • Zeng, H.C., Huang, S.H., and Lai, S.H.* (2007) “Combining foreground extraction and human detection for video surveillance,” Image and Recognition, Vol. 13, No. 1, pp. 22-33.
  • Huang, S.H., Wu, Q.J., and Lai, S.H.* (2006) “Improved AdaBoost-based image retrieval with relevance feedback via paired feature learning,“ ACM/Springer Multimedia Systems, vol. 12, pp. 14-26. (SCI,EI)

研討會論文

  • Chang, H.C., Huang, S.H., and Lai, S.H. (2015) “Using Line Consistency to Estimate 3D Indoor Manhattan Scene Layout from a Single Image,” IEEE International Conference on Image Processing.
  • Cheng, S.Y., Wei, Y.A., Yen, M.C., and Huang, S.H. (2015) “Learning-based Hand Gesture Sensing and Controlling Techniques for Automotive Electronics,” International Conference on Industrial Application Engineering.
  • Ho, T.Y., Huang, S.H., Shih, T.T., Yang, G.Y., and Tseng, C.W. (2015) “Intelligent Stereo Image Processing in Mobile System,” International Conference on Industrial Application Engineering.
  • Ho, T.Y., Cheng, C., Chen, C.Y., Cheng, S.Y., and Huang, S.H. (2014) “Fusion of customer demand and technology development in mobile service design,” Asia Design Engineering Workshop.
  • Lai, Y.H., Cheng, S.Y., Ho, T.Y., Huang, S.H., and Wang, H.F. (2014) “Kansei mobile app design for arts promotion using web map and social networking services,” Asia Design Engineering Workshop.
  • Huang, S.H., Yang, C.K., Tseng, C.Y., and Chu, C.H. (2014) “Design customization of respiratory mask based on 3D face anthropometric data,” Asia Design Engineering Workshop.
  • Huang, S.H., Pan, Y.C., Lai, S.H., Chang, H.C., Fan, C.Y., Tsai, A., and Li, M.T. (2014) “3D Reconstruction based on RGB-D Camera Trajectory Optimization,” International Conference on Three Dimensional Systems and Applications 3DSA.
  • Chang, H.M., Li, Y.C., Huang, S.H., Lai, S.H., and Hsu, Y.F. (2013) “3D object modeling from multi-view depth and color images,” The 26th IPPR Conference on Computer Vision, Graphics, and Image Processing.
  • Huang, S.H., and Pan, Y.C., (2013) “Ergonomic job Rotation Strategy Based on An Automated RGB-D Anthropometric Measuring System” ACM International Conference on Virtual Reality Continuum and Its Applications in Industry.
  • Huang, S.H., and Pan, Y.C., (2013) “Learning-based Human Fall Detection Using RGB-D Camera” IAPR International Conference on Machine Vision Application.
  • Lo, C.H., Wang, I.J., Huang, S.H., Chu, C.H., (2013) “Evaluating appearance-related product prototypes with various facial characteristics” International Conference on Engineering Design.
  • Chu, C.H., Huang, S.H., Wang, I.J., Lo, C.H., (2013) “Evaluating Interactions between Appearance-Related Product Designs and Facial Characteristics” International Conference on Service Science and Innoviation
  • Chen, C.Y., Chiu, Y.J., Huang. Y.D., and Huang, S.H., (2012) “Intelligent job-shop scheduling in quartz crystal unit manufacturing,” International Conference on Innovative Design and Manufacturing.
  • Lo, C.H., Huang, S.H., and Chu, C.H. (2012) “An Integrated Kansei-Based Experiment Scheme for Evaluating Appearance-Related Product Prototypes,” International Conference on Innovative Design and Manufacturing
  • Pan, Y.C., Huang, S.H., Wang M.J. (2012) “Learning-based anthropometric measurements from RGB-D camera,” International Conference on Innovative Design and Manufacturing.
  • Chung S.H., Hsu, S.H, Chen, C.L., and Huang, S.H., (2012)“Automated Visual Inspection based on Segmentation Techniques in quartz crystal unit manufacturing,” International Conference on Innovative Design and Manufacturing.
  • Huang, S.H. and Yang, Y.I., (2012)“Human-centric design personalization of 3D glasses frames in markerless augmented reality,” International Senior Project Conference.
  • Huang, S.H., Yang, Y.I., and Chu, C.H. (2011) “Design Personalization of 3D Glasses Frame using Augmented Reality Technologies.” International Symposium on Digital Manufacturing
  • Huang, S.H., Yang, C.K., Tseng, C.Y., and Chu, C.H. (2011)“Parametric Design of Respiratory Mask based on Face Anthropometric Data.” International Symposium on Digital Manufacturing.
  • Huang, S.H., Yang, Y.I., Cheng, K.C., and Chu, C.H. (2011)“Design customization of 3D glasses frame based on augmented reality technologies.” International Conference on Mass Customization and Personalization.
  • Lee, T.Y., Huang, S.H., and Lai, S.H., and Hung, S.C. (2011) “People Localization in a Camera Network Combining Background Subtraction and Scene-Aware Human Detection”, International Conference on Multimtdia Modeling. (EI)
  • Zeng, H.C., Huang, S.H., and Lai, S.H. (2008) “Real-Time Video Surveillance Based on Combining Foreground Extraction and Human Detection” IEEE International Multimedia Modeling Conference. (EI)
  • Huang, S.H., Lai, S.H., and L.N. Carol (2008) “A statistical learning appproach to vertebra detection and segmentation from spinal MRI” IEEE International Symposium on Biomedical Imaging. (EI)
  • Reisman, J., Hopner, J., Huang, S.H., Zhang, L., Lai, S.H., Odry, B., and Novak, C.L. (2006)“Robust local intervertebral disc alignment for spinal MRI” SPIE Medical Imaging. (EI)
  • Wu, C.J., Zeng, H.C., Huang, S.H., Lai, S.H., and Wang, W.H. (2006)“Learning-Based interactive Video Retrieval System”, IEEE International Conference on Multimedia & Expo. (EI)
  • Lin, H.C., Huang, S.H., and Lai, S.H. (2005) "Learning-based video fast-pan detection”, IEEE International Conference on Information Technology: Research and Education (EI)
  • Huang, S.H., Wu, Q.J., and Lai, S.H. (2005) “Improved AdaBoost-Based Image Retrieval with Relevance Feedback via Paired Feature Learning” IEEE/ACM International Conference on Image and Video Retrieval (EI)
  • Huang. S.H., Wu, Q.J., Chang, K.Y., Lin, H.C., Lai, S.H., Wang, W.H., Tsai, Y.S., Chen, C.L., Chen, G.R. (2005) “Intelligent home video management system” IEEE International Conference on Information Technology: Research and Education 2005 (EI)
  • Huang, S.H. and Lai., S.H. (2004) “Detecting Faces from Color Video by Using Paired Wavelet Features” IEEE International Multimedia Modeling Conference(EI)
  • Huang, S.H. and Lai., S.H. (2004) “Real-time face detection in color video” IEEE Conference on Computer vision and pattern recognition workshop

實驗室介紹

金融科技(Fintech)帶來的破壞式創新帶來許多的影響,尤其是許多深具市場潛力的新支付方式與市場資訊供應應用,更對傳統金融產業帶來革命性的改變。我們從傳統的資料分析、支付、金融安全出發,本實 驗室透過 FinTech 的思維,運用熱門的資訊技術,如區塊鍊、大數據分 析、虛擬實境、機器人理財、物聯網、平行運算等等,發展出 FinTech 各式相關應用。

實驗室方向

機器學習與財務大數據分析
電腦視覺與多媒體技術
物聯網行動服務設計

研究工具

python
Matlab
Blockchain
Deep Learning
VR

基礎需求

程式設計
財務金融知識

可供聯絡之學長姊

陳郁夫 / gtemta3311@gmail.com

實驗室花絮