學系成員

陳敦裕 電通學院院長,教授

  • 學歷

    交通大學資訊工程博士

    經歷

    – 博士後研究員: 中央研究院資訊科學研究所(國防役) 2005.01 – 2009.01

    – 助理教授: 元智大學 電機工程學系(所) 2009.02 – 2013.01

    – 副教授: 元智大學 電機工程學系(所) 2013.02 – 2016.01

    – 正教授: 元智大學 電機工程學系(所) 2016.02 – present

    – 系主任: 元智大學 電機工程學系(所) 2015.08 –2022.07

    – 主任: 元智大學 生醫中心 2019.08 –2022.07 

    – 院長: 元智大學 電機通訊學院 2022.06 –present


    研究專長

    影像處理、圖像識別、深度學習、醫學訊號處理、深度模型輕量化

  • 期刊論文

    1. D. Y. Chen, S. Y. Lee, and H. Y. Mark Liao, “Robust Video Sequence Retrieval Using A Novel Object-based T2D-Histogram Descriptor,” Journal of Visual Communication and Image Representation, Vol.16, No.2, pp.212-232, 2005. (SCI, IF: 1.342)
    2. 2. D. Y. Chen, M. H. Hsiao, and S. Y. Lee, “Automatic Closed Caption Detection and Filtering in MPEG Videos for Video Structuring,” Journal of Information Science and Engineering, 22(5): 1145-1162 (2006). (SCI, IF: 0.202)
    3. D. Y. Chen, H. Y. Mark Liao, and S. W. Shih, “Atomic Human Action Segmentation and Recognition Using A Spatio-Temporal Probabilistic Framework,” International Journal of Semantic Computing, Vol.1, No. 2, pp. 205-220, 2007.
    4. C. W. Su, H. Y. Mark Liao, H. R. Tyan, C. W. Lin, D. Y. Chen and K. C. Fan “Motion Flow-based Video Retrieval,” IEEE Trans. on Multimedia, Vol. 9, No. 6, pp. 1193-1201, 2007. (SCI, IF: 1.518, Rank: 26/92)
    5. D. Y. Chen, K. Cannons, H. R. Tyan, S. W. Shih, and H. Y. Mark Liao, “Spatiotemporal Motion Analysis for the Detection and Classification of Moving Targets,” IEEE Trans. on Multimedia, Vol. 10, No. 8, pp.1578-1591, 2008. (SCI, IF: 1.518, Rank: 26/92)
    6. Chia-Te Chou, Sheng-Wen Shih, Wen-Shiung Chen, Victor W. Cheng, and Duan-Yu Chen, “Non-orthogonal View Iris Recognition System," IEEE Trans. on Circuits and Systems for Video Technology, Vol. 20, no. 3, pp.417-430, 2010. (SCI, IF: 2.951)
    7. Duan-Yu Chen, “Modelling Salient Visual Dynamics in Videos," Multimedia Tools and Applications, Vol.53, No.1, pp.271-284, May 2011. (SCI, IF: 0.914)
    8. Duan-Yu Chen, and Kuan-Yi Lin(碩士生), “Robust Gender Recognition for Uncontrolled Environment of Real-Life Images," IEEE Transactions on Consumer Electronics, Vol.56, No.3, pp.1586-1592, Aug. 2010. (SCI, IF: 1.057)
    9. Duan-Yu Chen, “Orientation Filter Enhanced Pedestrian Detection," IET Electronics Letters, Vol.46, No.20, pp. 1377-1379, Sep. 2010. (SCI, IF: 1.1)
    10. Duan-Yu Chen and Po-Chung Huang(碩士生), “Motion-based Unusual Event Detection in Human Crowds," Journal of Visual Communication and Image Representation, Vol. 22, No. 2, pp. 178-186, Feb. 2011. (SCI, IF: 1.342)
    11. Duan-Yu Chen and Yi-Shiou Luo(碩士生), “Content-Aware Video Resizing Based on Salient Visual Cubes," Journal of Visual Communication and Image Representation, Vol. 22, No. 3, pp. 226-236, April 2011. (SCI, IF: 1.342)
    12. Duan-Yu Chen, “Efficient Polygonal Posture Representation and Action Recognition," IET Electronics Letters, Vol. 47, No.2, pp.101-103, Jan. 2011. (SCI, IF: 1.1)
    13. Duan-Yu Chen, and Kuan-Yi Lin(碩士生), “Face-based Multiple Instance Analysis for Smart Electronics Billboard," Multimedia Tools and Applications, Vol. 59, No. 1, pp. 221-240, July 2012. (SCI, IF: 0.914)
    14. Sin-Yu Chen(博士生), Jun-Wei Hsieh and Duan-Yu Chen, “Jointing Edge Labeling and Geometrical Constraint for Lane Detection and its Application to Suspicious Driving Behavior Analysis," Journal of Information Science and Engineering, Vol. 27, No. 2, pp. 715-732, March 2011. (SCI, IF: 0.306)
    15. Duan-Yu Chen, Yu-Hao Lin (碩士生) and Yang-Jie Peng(碩士生),“Nighttime Brake-Light Detection by Nakagami Imaging,” IEEE Transactions on Intelligent Transportation Systems, Vol. 13, No. 4, pp. 1627-1637, Dec. 2012. (SCI, IF: 4.090)
    16. Duan-Yu Chen and Yi-Shou Luo(碩士生), “Preserving Motion-Tolerant Contextual Visual Saliency for Video Resizing," IEEE Transactions on Multimedia, Vol. 15, No. 7, pp. 1616-1627, Nov.2013. (SCI, IF: 2.164)
    17. Duan-Yu Chen and Chia-Hsun Chen(大學部專題生), “Salient Video Cube Guided Nighttime Vehicle Braking Event Detection," Journal of Visual Communication and Image Representation, Vol.23, No.3, pp.586-597, April 2012. (SCI, IF: 1.342)
    18. Duan-Yu Chen and Jeng-Tsung Tsai(大學部專題生), “Intelligent Face-based Mobile Images Categorization," Journal of Information Science and Engineering, Vol. 29, No. 2, pp. 347-360, March 2013. (SCI, IF: 0.306)
    19. Duan-Yu Chen and Yu-Hao Lin (碩士生), “Frequency-Tuned Image Sensor-based Vehicle Braking Warning System," IEEE Sensors Journal, 2012. (SCI, IF: 1.581) (DOI: 10.1109/JSEN.2012.2212971).
    20. Duan-Yu Chen and Yu-Ming Chiu (碩士生),"Visual Attention Guided Video Copy Detection based on Feature Points Matching with Geometric-Constraint Measurement," Journal of Visual Communication and Image Representation, Vol. 24, No. 5, pp. 544-551, July 2013. (SCI, IF: 1.342)
    21. Duan-Yu Chen, Kuo-Rei Chen(碩士生) and Yu-Wen Wang(大學部專題生), “Real-Time Dynamic Vehicle Detection on Resource-Limited Mobile Platform," IET Computer Vision, Vol. 7, No. 2, April 2013. (SCI, IF: 0.636)
    22. Duan-Yu Chen and Po-Chung Huang (碩士生), “Visual-based Human Crowds Behavior Analysis based on Graph Modeling and Matching," IEEE Sensors Journal, Vol. 13, No. 6, June 2013. (SCI, IF: 1.581)
    23. Jun-Wei Hsieh , Li-Chen Chen(博士生) and Duan-Yu Chen, “Symmetrical SURF and its Applications to Vehicle Detection and Vehicle Make and Model Recognition," IEEE Transactions on Intelligent Transportation Systems, Vol. 15, No. 1, pp. 6-20, Feb. 2014. (SCI, IF: 4.090)
    24. Duan-Yu Chen, Chien-Cheng Chen (碩士生), and Li-Wei Kang, “Visual Depth Guided Color Image Rain Streaks Removal Using Sparse Coding," IEEE Transactions on Circuits and Systems for Video Technology, Vol. 24, No. 8, pp. 1430-1455, Aug.2014. (SCI, IF: 2.951)
    25. Duan-Yu Chen, Yang-Jie Peng (碩士生), Li-Chen Chen(博士生), and Jun-Wei Hsieh, “Nighttime Turn Signal Detection by Scatter Modeling and Reflectance-Based Direction Recognition," IEEE Sensors Journal, Vol. 14, No. 7, pp. 2317-2326, July 2014. (SCI, IF: 1.581)
    26. Jun-Wei Hsieh, Jiun-Chen Cheng, Li-Chih Chen(博士生), Chi-Hung Chuang and Duan-Yu Chen,"Handheld Object Detection and its Related Event Analysis Using Ratio Histogram and Mixture of HMMs Corresponding ," Journal of Visual Communication and Image Representation, Vol. 25, No. 6, pp. 1399-1415, Aug. 2014. (SCI, IF: 1.342)
    27. Duan-Yu Chen, Jun-Jhe Wang(碩士生), Kuan-Yi Lin(博士生), Hen-Hong Chang, Han-Kuei Wu, Yung-Sheng Chen and Suh-Yin Lee, “Image Sensor-based Heart Rate Evaluation from Face Reflectance Using Hilbert-Huang Transform," IEEE Sensors Journal, Vol. 15, No. 1, pp. 618-627, Jan. 2015. (SCI, IF: 1.581)
    28. Jun-Wei Hsieh, Li-Chih Chen(博士生), Sin-Yu Chen(博士生), and Duan-Yu Chen, “Vehicle Color Classification under Different Lighting Conditions through Color Correction," IEEE Sensors Journal, Vol. 15, No. 2, pp. 971 – 983, Feb. 2015. (SCI, IF: 1.581)
    29. Chia-Yu Hsu, Chin-Sheng Yang, Liang-Chih Yu, Chi-Fang Lin, Hsiu-Hsen Yao, Duan-Yu Chen, K. Robert Lai, Pei-Chann Chang, Development of a cloud-based service framework for energy conservation in a sustainable intelligent transportation system, International Journal of Production Economics, Vol. 164, pp. 454–461, June 2015. (SCI, IF: 2.081)
    30. Li-Chih Chen(博士生), Jun-Wei Hsieh, Yilin Yan, and Duan-Yu Chen, “Vehicle make and model recognition using sparse representation and symmetrical SURFs," Pattern Recognition, Vol. 48, No. 6, pp. 1937-2118, June 2015. (SCI, IF: 2.584)
    31. Jhen-Ji Wang(博士生), Duan-Yu Chen, “LNA with Wide Range of Gain Control and Wideband Interference Rejection," International Journal of Electronics, Feb. 2016.(DOI:10.1080/00207217.2016.1138528) (SCI, IF: 0.459)
    32. Kuan-Yi Lin(博士生), Duan-Yu Chen, Wen-Jiin Tsai, “Face-based Heart Rate Signal Decomposition and Evaluation Using Multiple Linear Regression," IEEE Sensors Journal, Vol. 16, No. 5, pp. 1351-1360, MARCH 1, 2016. (SCI, IF: 1.581)
    33. Kuan-Yi Lin(博士生), Duan-Yu Chen, Wen-Jiin Tsai, “Image-based Motion-Tolerant Remote Respiratory Rate Monitoring," in IEEE Sensors Journal, vol. 16, no. 9, pp. 3263-3271, May1, 2016, doi: 10.1109/JSEN.2016.2526627. (SCI, IF: 1.581)
    34. Jhen-Ji Wang(博士生), Duan-Yu Chen, San-Fu Wang, and Rong-Shan Wei, “A multi-band low noise amplifier with wide-band interference rejection improvement," International Journal of Electronics and Communications, Vol. 70, No. 3, pp.320–325, March 2016, (SCI, IF:0.61)
    35. Jhen-Ji Wang(博士生), Duan-Yu Chen, San-Fu Wang, Rong-Shan Wei, and Ching-Yung Hsueh, “A novel low power up-conversion mixer with gain control function," AEU International Journal of Electronics and Communications, Vol. 70, No.8, pp.981-1104, Aug. 2016. (SCI, IF:0.61)
    36. Mou-Fa Guo, Xiao-Dan Zeng(碩士生), Duan-Yu Chen, and Nien-Che Yang, “Deep-learning-based Earth Fault Detection using Continuous Wavelet Transform and Convolutional Neural Network in Resonant Grounding Distribution Systems,” IEEE Sensors Journal, Vol. 18, No. 3, pp. 1291-1300, Feb. 2018. (SCI, IF: 3.076)
    37. T. Y. Su, Z. Y. Liu, and D. Y. Chen, “Tear Film Break-Up Time Measurement Using Deep Convolutional Neural Networks for Screening Dry Eye Disease,” IEEE Sensors Journal, Vol. 18, No. 16, pp. 6857 – 6862, Aug. 2018. (SCI, IF: 3.076)
    38. J. Qu, J. Lei, Y. S. Li, W. Q. Dong, Z. Y. Zeng, and D. Y. Chen, “Structure Tensor-based Algorithm for Hyperspectral and Panchromatic Images Fusion,” Remote Sensing, Vol. 10, No. 3, pp. 1-19, 2018. (SCI, IF 3.244)
    39. S. Lan, M. J. Chen(碩士生) and D. Y. Chen, “A New HVDC Double-Ended Non-Synchronous Fault Protection Scheme based on Convolutional Neural Network,” IEEE Transactions on Power Delivery, Vol. 34, No. 3, pp.848-857, June 2019. (SCI, IF 4.42)
    40. W. Y. Xie, Y. S. Li, and D. Y. Chen, “Trainable spectral difference learning with spatial starting for hyperspectral image denoising,” Neural Networks, Vol. 108, pp. 272-286, Dec. 2018. (SCI, IF 7.2)
    41. T. Y. Su, P. J. Ting, S. W. Chang, and D. Y. Chen, “Superficial Punctate Keratitis Grading for Dry Eye Screening using Deep Convolutional Neural Networks,” IEEE Sensors Journal, 2019. (accepted) (SCI, IF: 3.076)
    42. T. W. Huang, S. T. Li, D. Y. Chen, and T. H. Young, “Neuropeptide Y increases differentiation of human olfactory receptor neurons through the Y1 receptor,” Neuropeptides, Sep. 2019. (SCI, IF: 2.915)
    43. Mou-Fa Guo; Jian-Hong Gao(博士生); Xiang Shao; Chen D.-Y., “Location of Single-Line-to-Ground Fault Using 1-D Convolutional Neural Network and Waveform Concatenation in Resonant Grounding Distribution Systems,” IEEE Transactions on Instrumentation and Measurement, Vol. 70, 2020.(SCI, IF: 5.332)
    44. Y. Tian(碩士生), M. -F. Guo and D. -Y. Chen, "Machine-learning-based intermittent arc faults detection in resonant grounding distribution systems,"  CSEE Journal of Power and Energy Systems, March 2023. (SCI, IF: 6.014)
    45. Jian-Hong Gao(博士生); Mou-Fa Guo; Xiang Shao; Chen D.-Y., “Feature-clustering-based single-line-to-ground fault section location using auto-encoder and fuzzy C-means clustering in resonant grounding distribution systems,” IET Generation Transmission & Distribution, Vol. 15, No. 5, pp.938-949, 2021.(SCI, IF: 2.503)
    46. Q. -M. Xiao(碩士生), M. -F. Guo and D. -Y. Chen, "High-Impedance Fault Detection Method Based on One-Dimensional Variational Prototyping-Encoder for Distribution Networks," in IEEE Systems Journal, vol. 16, no. 1, pp. 966-976, March 2022. (SCI, IF: 4.802)
    47. M. -F. Guo, W. -L. Liu, J. -H. Gao(博士生) and D. -Y. Chen, "A Data-Enhanced High Impedance Fault Detection Method Under Imbalanced Sample Scenarios in Distribution Networks," in IEEE Transactions on Industry Applications, July 2023. (SCI, IF: 4.079)
    48. Z. Y. Guo, M. F. Guo, J. H. Gao(博士生) and D. Y. Chen, " High-Impedance Fault Detection Methodology Using Time-Frequency Spectrum and Transfer Convolutional Neural Network in Distribution Networks ," in IEEE System Journal, Sep. 2023. (SCI, IF: 4.802)
    49. Gao, J-H.(博士生), Guo, M-F., Lin, S., Chen, D-Y., "Application of Semantic Segmentation in High-Impedance Fault Diagnosis Combined Signal Envelope and Hilbert Marginal Spectrum for Resonant Distribution Networks," Expert Systems with Applications, Nov. 2023. (SCI, IF: 8.665)
    50. Z. H. Xu,  L. W. Du(博士生),  H. D. Chen and  D. Y. Chen, " Feature Selection-Based Low Voltage AC Arc Fault Diagnosis Method," in  IEEE Transactions on Instrumentation & Measurement, Oct. 2023 . (SCI, IF: 5.332) 
    51. L. W. Du(博士生),  Z. H. Xu, Y. L. Shen, and D. Y. Chen, "Enhancing Arc Fault Diagnosis Method Using Feature Selection Strategy Based on Feature Clustering and Maximal Information Coefficient ," in IEEE Transactions on Industry Applications, Nov. 2023. (SCI, IF: 4.079) (accepted)
    52. Jian-Hong Gao(博士生), Mou-Fa Guo, Shuyue Lin and Duan-Yu Chen, "Advancing high impedance fault localization via adaptive transient process calibration and multiscale correlation analysis in active distribution networks," in Measurement, Vol. 229, April 2024. (SCI, IF: 5.6)
  • 會議論文

    1. D. Y. Chen and S. Y. Lee, “Motion-Based Semantic Event Detection for Video Content Descriptions in MPEG-7,” Proc. the 2nd IEEE Pacific-Rim Conference on Multimedia, Oct. 2001, pp. 110-117.

    2. D. Y. Chen, S. J. Lin and Suh-Yin Lee, “Motion Activity Based Shot Identification and Closed Caption Detection for Video Structuring,” Proc. of 5th International Conference on Visual Information System, pp. 288-301, March, 2002.

    3. D. Y. Chen, M. H. Hsiao and Suh-Yin Lee, “Automatic Closed Caption Detection and Font Size Differentiation in MPEG Videos,” Proc. of 5th International Conference on Visual Information System, pp. 276-287, March 2002.

    4. D. Y. Chen, S. Y. Lee and H. T. Chen, “Object-Based Semantic Video Similarity Retrieval,” Proc. of the 3rd IEEE Pacific-Rim Conference on Multimedia, Hsinchu, Taiwan, Dec. 2002.

    5. D. Y. Chen, S. J. Lin and S. Y. Lee, “Semantic Video Content Structuring and Visualization,” Proc. of ICS Workshop on Multimedia Technologies, Hualian, Taiwan, Dec. 2002.

    6. H. T. Chen, D. Y. Chen and S. Y. Lee, “Object and Color Based Video Representation for Automatic Model-Free News Summarization,” Proc of 3rd International Workshop on Content-Based Multimedia Indexing, Rennes, France, Sep 2003.

    7. Y. W. Chen, D. Y. Chen and S. Y. Lee, “Moving Object Tracking for Video Surveillance in Compressed Domain,” Proc of 7th International Conference on Internet and Multimedia Systems and Applications, Hawaii, USA, Aug 2003.

    8. A. M. A. Ahmad, D. Y. Chen and S. Y. Lee, “Robust Compressed Domain Object Detection in MPEG Videos,” Proc. of 7th International Conference on Internet and Multimedia Systems and Applications, Hawaii, USA, Aug 2003.

    9. H. T. Chen, D. Y. Chen and S. Y. Lee, “Object-Based Video Similarity Retrieval and Its Application to Detecting Anchorperson Shots in News Videos,” Proc. of 5th IEEE International Symposium on Multimedia Software Engineering, Taichung, Taiwan, Dec 2003.

    10. A. M. A. Ahmad, D. Y. Chen and S. Y. Lee, “Robust Object Detection Using Cascade Filter in MPEG Videos,” Proc. of 5th IEEE International Symposium on Multimedia Software Engineering, Taichung, Taiwan, Dec 2003.

    11. D. Y. Chen and S. Y. Lee, “Robust Video Similarity Retrieval Using Temporal MIMB Moments,” Proc. of 5th IEEE PCM, Tokyo, Japan, Nov 2004, Vol. 2, pp. 221-228.

    12. D. Y. Chen, H. Y. Mark Liao, and S. Y. Lee, “Robust Video Retrieval Using Temporal MVMB Moments”, KES 2005, Melbourne, Australia, LNAI 3683, pp.359-365, 2005.

    13. D. Y. Chen, H. Y. Mark Liao, H.-R. Tyan, and C.-W. Lin, “Automatic Key Posture Selection with Applications to Human Posture Analysis,” IEEE International Workshop on Multimedia Signal Processing, Shanhai, China, 2005.

    14. C. T. Chou, S. W. Shih, and D. Y. Chen, “Design of Gabor Filter Banks for Iris Recognition,” Proc. IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, December 2006.

    15. D.Y. Chen, H.Y. Mark Liao,and S.W. Shih, “Continuous Human Action Segmentation and Recognition Using A Spatio-Temporal Probabilistic Framework," Proc. IEEE International Symposium on Multimedia, December 2006.

    16. D.Y. Chen, H.Y. Mark Liao,and S.W. Shih, “Atomic Human Action Segmentation Using a Spatio-Temporal Progagilistic Framework," Proc. IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, December 2006.

    17. H.Y. Mark Liao, D.Y.Chen C.W. Su, and H.R.Tyan, “Real-time Event Detection and Its Application to Surveillance Systems," Proc. IEEE International Symposium on Circuits and Systems, Kos, Greece, May 2006.

    18. D. Y. Chen, S. W. Shih, and H. Y. Mark Liao, “Human Action Recognition Using 2-D Spatio-Temporal Templates," Proc. IEEE International Conference on Multimedia & Expo, July 2-5, 2007, Beijing, China.

    19. D. Y. Chen, K. Cannons, H. R. Tyan, S. W. Shih, and H. Y. Mark Liao, “A Framework of Spatial-Temporal Analysis for Video Surveillance," to appear in Proc. IEEE International Symposium on Circuits and Systems, Seattle, USA, 2008.

    20. D. Y. Chen, H. R. Tyan, D. Y. Hsiao, S. W. Shih, and H. Y. Mark Liao, “Dynamic Visual Saliency Modeling Based on Spatiotemporal Analysis," Proc. IEEE International Conference on Multimedia and Expo, Hanover, Germany June 23-26, 2008.

    21. D. Y. Chen, C. W. Su, Y. T. Zeng, S. W. Sun, W. R. Lai and H. Y. Mark Liao, “An Online Boosted People Counting System for Electronic Advertising Machines," Accepted by IEEE International Conference on Multimedia and Expo, Mexico, June 28 – July 3, 2009.

    22. D. Y. Chen, “An Enhanced Layer Embedded Pedestrian Detector," Accepted by 13th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, Santiago, Chile, Sep. 28-30, 2009.

    23. D. Y. Chen, “A Novel Viewer Counter for Electronic Billboard," Accepted by IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, Kyoto, Japan, Sep. 12-14, 2009.

    24. D. Y. Chen, and Kuan-Yi Lin, “Real-Time Gender Recognition for Uncontrolled Environment of Real-Life Images," VISAPP 2010, Angers, France.

    25. D. Y. Chen, and Kuan-Yi Lin, “Robust Gender Recognition for Real-Time Surveillance System," IEEE ICME 2010, Singapore.

    26. D. Y. Chen, and P. C. Huang, “Dynamic Human Crowd Modeling and Its Application to Anomalous Events Detection," IEEE ICME 2010, Singapore.

    27. Duan-Yu Chen and Yi-Shiou Luo, “Content-Aware Video Seam Carving Based on Bag of Visual Cubes," Proc. IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp.615-618, Oct. 2010.

    28. Duan-Yu Chen and Yu-Hao Lin, “Frequency-Tuned Nighttime Brake-Light Detection," Proc. IEEE International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp.619-622, Oct. 2010.

    29. Duan-Yu Chen and Jeng-Tseng Tsai, " Resource-limited Intelligent Photo Management on Mobile Platforms," Proc. IEEE ICMLC July 2011.

    30. Duan-Yu Chen, Jun-Jhe Wang, Chia-Hsun Chen, and Yung-Sheng Chen, " Video-based Intelligent Vehicle Contextual Information Extraction for Night Conditions," Proc. IEEE ICMLC July 2011.

  • 研究計畫

    (1) 取得現職後國科會研究計畫

    – 2009年國科會計畫(NSC98-2218-E-155-001): 植基於線上學習之智慧型即時人次計算系統(計畫主持人)

    – 2010年國科會計畫(NSC99-2631-H-155-001): (國家型數位典藏計畫)以人物為基礎之數位典藏視訊 之快速瀏覽與自動視訊內容摘要系統(計畫主持人)

    – 2011年國科會計畫(NSC100-2221-E-155-074): 以視覺為基礎之智慧型夜間車輛煞車事件偵測技術 (計畫主持人)

    – 2012年國科會計畫(NSC101-2221-E-155-061): 植基於圖形模型建構及比對之人群異常行為偵測 (計畫主持人)

    – 2013年科技部計畫 ( NSC102-2221-E-155-061): 植基於稀疏編碼並以視覺深度差異為特徵之單張影像雨滴去除 (計畫主持人) (經費: 807,000)

    – 2014年科技部計畫 ( NSC103-2221-E-155-080): 以色彩及視覺深度為特徵之單張彩色影像之雨滴去除與影像增強技術 (計畫主持人) (經費: 446,000)

    – 2014年科技部計畫 (NSC103-2622-E-155 -009): 智慧綠能行車技術與服務產業聯盟(1/3)(產學技術聯盟合作計畫,計畫共同主持人) (經費: 1,500,000)

    – 2014年經濟部學界能源科技專案計畫 (102-E0616 (2013-2014)): 大眾運輸節能減碳雲端系統開發 (分項計畫主持人) (經費: 2,352,000)

    – 2015年科技部計畫 (MOST 104-2622-E-155-006): 智慧綠能行車技術與服務產業聯盟(2/3)(產學技術聯盟合作計畫, 計畫共同主持人) (經費: 1,671,000)

    – 2015年科技部計畫 ( MOST 104-2221-E-155 -060): 影像為基礎之心率偵測及驗證使用多重線性回歸(計畫主持人) (經費: 506,000)

    – 2015年科技部計畫 (MOST 104-3115-E-155 -002): 前瞻串流媒體處理與分析之核心技術發展及其在智慧交通與健康醫療之創新應用 (前瞻通訊整合型計畫,分項計畫主持人) (經費: 5,505,000)

    – 2016年科技部計畫 (MOST 105-2622-8-155 -001 -TE2): 智慧綠能行車技術與服務產業聯盟(3/3)(產學技術聯盟合作計畫, 計畫共同主持人) (經費: 1,556,000)

    – 2016年科技部計畫 (MOST 105-2218-E-155-010): 前瞻串流媒體處理與分析之核心技術發展及其在智慧交通與健康醫療之創新應用 (前瞻通訊整合型計畫,分項計畫主持人) (經費: 5,569,000)

    – 2016年科技部計畫 (MOST 105-2221-E-155-057-MY2): 影像為基礎之遠距非接觸式呼吸率量測及其情緒辨識之應用 (計畫主持人) (經費: 1,610,000)

    – 2017年科技部深度學習計畫 (MOST 106-3114-E-001-003): 深度學習於多媒體資料處理的相關研究及應用-深度學習於多媒體資料處理的相關研究及應用(1/3) (分項計畫主持人) (經費: 5,000,000)

    – 2018年科技部AI中心計畫(MOST 107-2634-F-001 -003 ): (分項計畫主持人) (經費: 8,495,000)

    – 2018科技部計畫(MOST 107-2221-E-155-030-MY2): 基於深度學習技術之Drone-based視覺處理平台開發-子計畫四:深度學習於熱影像行人偵測技術(計畫主持人) (經費: 1,558,000)

    – 2019年科技部AI中心計畫(MOST108-2634-F-001-003): (分項計畫主持人) (經費: 1,050,000)

    - 2018-2021年科技部計畫(107-2221-E-155-032-MY3): 以深層類神經網路架構提升眼部疾病輔助診斷系統(計畫共同主持人) (經費: 2,918,000)

    - 2019年科技部AI中心計畫(MOST 108-2634-F-001-003-): 深度學習於多媒體資料處理的相關研究及應用(2/5~5/5)(2/4) (分項計畫主持人) (經費: 8,150,000)

    - 2020年科技部AI中心計畫(MOST 109-2634-F-001 -011 -): 深度學習於多媒體資料處理的相關研究及應用(3/4) (分項計畫主持人) (經費: 8,700,000)

    - 2020-2023年科技部計畫(109-2221-E-011 -121 -MY3): 前瞻性跨領域醫學影像分析整合系統--總計畫暨子計畫一:智慧型多模態醫學影像整合分析之臨床電腦輔助診斷系統開發(計畫主持人) (經費: 2,736,000)

    - 2021-2024年科技部計畫(110-2221-E-155-043-MY3): 深度學習應用於乾眼症臨床決策輔助診斷系統(計畫共同主持人) (經費: 2,424,000)

    - 2021年科技部AI中心計畫(MOST 110-2634-F-001-007-): 深度學習於多媒體資料處理的相關研究及應用(4/4) (分項計畫主持人) (經費: 8,950,000)

    - 2023-2024年國科會計畫(NSTC 112-2221-E-155 -021 -):  基於醫學影像語意分割、自監督式學習及知識蒸餾之頸部淋巴結良惡性辨識 (計畫主持人)(經費: 795,000)

    - 2023-2026年 國科會計畫( NSTC 112-2221-E-A49 -098 -MY3 ):   利用遠距影像進行環境調查之深度學習技術開發 (計畫共同主持人)(經費: 2,668,000) 


    (2) 取得現職後產學合作計畫
    – 2011年 工業技術研究院資通所計畫: 以視覺為基礎之夜間前方車輛煞車偵測軟體 (計畫主持人)
    – 2012年 工業技術研究院資通所計畫: 植基於方向燈偵測預警委託驗證測試 (計畫主持人)
    – 2012年 工業技術研究院資通所計畫: 行動式物體偵測方法準確性分析測試 (計畫主持人)
    – 2012年 工業技術研究院服務系統科技中心計畫: 中醫脈波分析技術與系統軟體(計畫主持人)
    – 2012年 工業技術研究院服務系統科技中心計畫: 即時人臉表情辨識技術 (計畫主持人)
    – 2013年 工業技術研究院資通所計畫: 以行人倒數計時顯示器中特徵不變性為基礎之即時顯示器內容偵測及辨識驗證測試 (計畫主持人)
    – 2014年 工業技術研究院綠能所計畫: 多維光譜演算法及3D植物光學量測定位技術 (計畫主持人)
    – 2014年 工業技術研究院資通所計畫: 人臉表情暨身型偵測作法評估 (計畫主持人)
    – 2015年 工業技術研究院服科中心計畫: 基於食材影像與光譜之分析辨識模組 (計畫主持人)
    – 2015年 工業技術研究院服科中心計畫: 食物影像特徵辨識及鈉鹽含量分析模組 (計畫主持人)
    – 2015年 台灣緊急應變中心計畫: 追蹤氣體光譜影像辨識技術 (計畫主持人)
    – 2016年 工業技術研究院服科中心計畫: 基於食材影像特徵分析辨識及語音標註自我學習模組設計 (計畫主持人)
    – 2016年 工業技術研究院服科中心計畫: 熱影像為基礎之遠距呼吸量測模組設計(計畫主持人)
    – 2016年 工業技術研究院服科中心計畫: 基於食材影像顏色及紋理特徵整合分析辨識模組設計(計畫主持人)
    – 2017年 工業技術研究院服科中心計畫: AI智能化血糖預測系統規劃建議書 (計畫主持人)
    – 2018年 工業技術研究院服科中心計畫: 遠距動態人體生理指數量測技術 (計畫主持人)
    – 2018年 工業技術研究院服科中心計畫: 深度食物辨識技術 (計畫主持人)
    – 2018年 工業技術研究院資通所計畫: 無人機平台之電腦視覺環境感知技術分析與評估(計畫主持人)
    – 2019年 工業技術研究院服科中心計畫: 影像生理、骨架節點及高醣飲食辨識技術開發(計畫主持人)

    - 2019年義隆電子計畫: 即時真假人臉辨識技術委託案(計畫主持人)

    - 2020年Synerter計畫: 桌球影像即時分析研究(計畫主持人)

    - 2020年工業技術研究院服科中心計畫: 即時人臉轉向辨識技術開發(計畫主持人)

    - 2021年中山科學研究院計畫: 無人載具感知學習網路(計畫主持人)

    - 2021年工業技術研究院服科中心計畫: 熱影像心率辨識技術開發(計畫主持人)

    - 2021年育安照明計畫: 基於影像深度學習之霧濃度偵測技術委託(計畫主持人)

    - 2021-2022年智勤科技計畫: 雷達辨識研發技術服務(計畫主持人)

    - 2022年國防部-國防突破式計畫: 目標影像生成及快速辨識前瞻技術研發(1/4) (計畫主持人,經費: 5,030,000)

    - 2022-2023年 神盾科技研發技術服務計畫: (計畫主持人)

    - 2022年 晉弘科技計畫: 呼吸中止症辨識-原型機開發案(計畫主持人)

    - 2023年 國防部-國防突破式計畫: 目標影像生成及快速辨識前瞻技術研發(2/4) (計畫主持人,經費: 4,870,000)

    - 2023年 鴻圖科技計畫: 影像物件切割技術研發 (計畫主持人)

    - 2023年 鴻圖科技計畫: 影像生成研發 (計畫主持人)

    - 2021-2024年: 博遠智能科技研發技術服務計畫 (計畫主持人)

    - 2024年 晉弘科技計畫:  AI 眼底及前房OCT 影像分析軟體 (計畫主持人)

    - 2024年 Synerter計畫:  利用神經網路從鼾聲來預測睡眠呼吸中止之方法 (計畫主持人)

    - 2024年 國防部-國防突破式計畫: 目標影像生成及快速辨識前瞻技術研發(3/4) (計畫主持人,經費: 5,030,000)


  • 相關著作與專利

    相關著作

    1. H. Y. M. Liao, D. Y. Chen, C. W. Su, and H. R. Tyan, “Intelligent Video Event Detection for Surveillance Systems," Intelligent Multimedia Data Hiding, Chapter 9, pp. 233-259, Springer-Verlag, Berlin-Heidelberg, 2006.

    專利

    1. 人類身體特徵姿勢資訊自動抽取系統,中華民國專利,2008/04,證書編號: I296101
    2. 影像內雨紋去除裝置以及方法,中華民國專利,2015/12,證書編號: I512681
    3. 交通號誌燈即時辨識方法及該方法應用於車載輔助辨識系統,中華民國專利, 2016/02,證書編號: I521468
    4. Method for Instant Recognition of Traffic Lights Countdown Image,美國專利,2016/04,證書編號: US9305224B1
    5. 交通號誌燈倒數計時即時辨識方法及該方法應用於車載輔助辨識系統,中華民國專 利,2016/06,證書編號: I536329
    6. 行人倒數計時顯示器即時識別方法,中華民國專利,2017/01,證書編號: I564849
    7. 基於影像為基礎之即時呼吸率量測技術之方法,中華民國專利,2017/04,證書編號: I577338
    8. 自動化電動機車識別與車體瑕疵檢測之方法及其系統,中華民國專利,2017/10,證書編號: I603271

  • 得獎事蹟

    個人獎項

     2011年: 國際會議(17th Intl. Conf. on Distributed Multimedia System, Italy) Best Paper Award

     2011年: 元智大學 研究特優

     2013年: 元智大學 教學特優

     2012年: 元智大學 青年學者研究獎

     2012年: 中華民國影像與圖形識別學會CVGIP 2012 Excellent Paper Award

     2012年: Matlab/Simulink 論文競賽 Outstanding Paper Award

     2011年: 元智大學 研究特優

     2013年: 元智大學 研究特優

     2013年: Matlab/Simulink 論文競賽 Outstanding Paper Award

     2015-2019: 元智大學 教學特優

     2015年: 元智大學 服務傑出

     2016-20169: 元智大學 服務傑出

     2017年: 元智大學電通學院傑出研究獎

     2012-2023: 科技部特殊優秀人才獎勵

     2018年: 台灣創新技術博覽會以基於影像為基礎之即時呼吸率量測技術之專利,榮獲銀牌獎

     2019年: 參加Google Kaggle 舉辦之「APTOS 2019 視網膜病變檢測競賽」,全球近3000 支隊伍報名,名列全球第19 名(前1%)、獲銀獎。

     2019年: 元智大學電通學院傑出研究獎

     2020年: 台灣創新技術博覽會專利發明獎-金牌

     2023年: IEEE ICKII International Conference,榮獲 Best Paper Award(Paper title: Knowledge Distillation Boosted Ultra-light Weight Road Object Detection on Edge Device)。

     2023年: 元智大學研究傑出獎

     2024年: 參加Google Kaggle 舉辦之全球「AOCR 2024 急性闌尾炎電腦斷層影像辨識競賽」,全球近200 支隊伍報名,名列全球第1名,榮獲冠軍。

                     (https://money.udn.com/money/story/5723/7811005?from=edn_newestlist_cate_side)。


    指導學生獲獎
     2010年指導碩士生林冠儀,榮獲元智大學學術金質獎章
     2011年指導碩士生羅毅修,榮獲元智大學學術金質獎章
     2011年指導碩士生黃柏菖,榮獲元智大學學術金質獎章
     2011年指導碩士生林育豪,參加全國大專院校Android應用程式設計大賽,榮獲銅牌獎
     2011年指導碩士生彭彥傑,參加經濟部主辦之創意大賽創意組,榮獲優秀獎 (前10名/262隊)
     2012年指導碩士生彭彥傑,榮獲第八屆全國電子設計創意大賽電子設計類佳作獎
     2012年指導大學部專題生陳佳詢,榮獲元智大學學術金質獎章
     2012年指導五年一貫生榮獲 CVGIP 2012 佳作論文獎
     2012年指導五年一貫生,榮獲第七屆Matlab/Simulink技術與應用論文競賽佳作論文獎
     2012年指導大學部專題生蔡仍宗,榮獲元智大學學術金質獎章
     2012年指導碩士生彭彥傑,榮獲元智大學學術金質獎章
     2013年指導五年一貫生,參加經濟部主辦之創意大賽創意組榮獲佳作獎
     2013年指導五年一貫生,榮獲第九屆全國電子設計創意大賽資通類佳作獎
     2013年指導五年一貫生,榮獲第八屆Matlab/Simulink技術與應用論文競賽佳作論文獎
     2013年指導五年一貫生榮獲第三屆全研科技論文獎優秀創意獎
     2013年指導大學部專題生楊念慈,榮獲元智大學工程論文競賽佳作獎
     2014年指導大學部專題生榮獲第一屆國際金頭腦獎專題競賽 佳作獎
     2014年參加國際會議 IEA-AIE電腦視覺程式競賽(real-time people counting) 榮獲第三名
     2015年指導大學部專題生,榮獲元智大學工程論文競賽-優等獎
     2015年指導大學部專題生榮獲中國工程師學會工程論文競賽,電機組佳作
     2016年指導大學部專題生,榮獲中國工程師學會工程論文競賽,電機組佳作獎
     2016年指導研究生,榮獲第十二屆全國電子設計創意競賽,大專組資通類,榮獲佳作獎
     2016年指導研究生、大學部專題生,榮獲第十二屆全國電子設計創意競賽,大專組行動APP類,榮獲第二名 (建構於行動平台以影像為基礎之前方車輛計數與車距估測之技術研究)
     2016年參加國際會議IEEE 2nd International Conference on Multimedia Big Data程式競賽,獲得全球第三名

     2023年參加第三屆智慧晶片系統應用創新專題實作競賽(主辦單位: 教育部) ,榮獲入圍獎。( 指導學生: 蕭裕璋,作品: 非接觸式呼吸中止症檢測儀 )


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