東海大學資訊工程學系

黃育仁教授

2015-05-16

網路組

專任教授

點閱 : 28325

E-mail	實驗室	老師個人網站
ylhuang@thu.edu.tw	醫學影像實驗室	http://ithu.tw/ylhuang

研究室位置	研究室分機	實驗室位置	實驗室分機
ST320	33835	ST431	33853

研究領域

影像處理、類神經網路、多媒體通訊、醫學影像

最高學歷
國立中正大學	資訊工程	博士

經歷
服務單位	職稱	起迄年月
東海大學資訊工程學系	教授	2009 年 08 月至今
東海大學資訊工程學系	系主任	2013 年 08 月至 2016年 07月
東海大學資訊工程學系	副教授	2005 年 08 月至 2009 年 07 月
東海大學資訊工程學系	助理教授	2002 年 08 月至 2005 年 07 月
朝陽科技大學資訊管理系(所)	助理教授	2001 年 03 月至 2002 年 07 月

學術成果

教師帳號： ylhuang

期刊論文 57

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1	期刊論文	Wen-Pei Wu, Joseph Lin, Yu-Len Huang(黃育仁), Shou-Tung Chen, Chen-Te Chou, Dar-Ren Chen (2025.05). Magnetic resonance imaging characteristics and survival outcomes of metaplastic breast carcinoma. Plos One, Online ahead, 2-s2.0-105005473865.
2	期刊論文	Chia-Fen Lee, Joseph Lin, Yu-Len Huang(黃育仁), Shou-Tung Chen, Chen-Te Chou, Dar-Ren Chen & Wen-Pei Wu (2025.03). Deep learning-based breast MRI for predicting axillary lymph node metastasis: a systematic review and meta-analysis. Cancer Imaging, Online ahead, 2-s2.0-105001445789.
3	期刊論文	Wen-Pei Wu, Yu-Wen Chen, Hwa-Koon Wu, Dar-Ren Chen and Yu Len Huang(黃育仁)* (2025.03). Automated Tumor Segmentation in Breast-Conserving Surgery Using Deep Learning on Breast Tomosynthesis. Journal of Imaging Informatics in Medicine, Online ahead, s10278-025-01457-y.
4	期刊論文	Chen Yu Lin, Hung Ju Chen, Yi Kit Chan, Wei Ping Hsia, Yu Len Huang(黃育仁), Chia Jen Chang (2024.10). Automatic fovea detection and choroid segmentation for choroidal thickness assessment in optical coherence tomography. International Journal of Ophthalmology, 17(10), 1763-1771.
5	期刊論文	Kai-Chih Pai(白鎧誌), Wen-Cheng Chao, Yu-Len Huang(黃育仁), Ruey-Kai Sheu(許瑞愷), Lun-Chi Chen(陳倫奇), Min-Shian Wang, Shau-Hung Lin, Yu-Yi Yu, Chieh-Liang Wu, Ming-Cheng Chan (2022.08). Artificial intelligence-aided diagnosis model for acute respiratory distress syndrome combining clinical data and chest radiographs. Digit Health, 8, 20552076221120317.
6	期刊論文	Chen-Yu Lin, Yu-Len Huang(黃育仁), Wei-Ping Hsia, Yang Wang and Chia-Jen Chang (2022.04). Correlation of choroidal thickness with age in healthy subjects - Automatic detection and segmentation using a deep learning model. International Ophthalmology, 42(10), 3061-3070.
7	期刊論文	Chung-Hao Hsiao, Yu-Len Huang(黃育仁), Siu-Lun Tse, Wei-Ping Hsia, Hung-Ju Chen, Yuan-Shao Cheng and Chia-Jen Chang* (2022.02). Automatic Segment and Quantify Choroid Layer in Myopic eyes: Deep Learning based Model. Seminars in Ophthalmology, 37(5), 611-618.
8	期刊論文	Hung-Ju Chen, Yu-Len Huang(黃育仁), Siu-Lun Tse, Wei-Ping Hsia, Chung-Hao Hsiao, Yang Wang and Chia-Jen Chang (2022.02). Application of Artificial Intelligence and Deep Learning for Choroid Segmentation in Myopia. Translational Vision Science & Technology (TVST), 11(2), 38.
9	期刊論文	Wei-Ping Hsia, Siu-Lun Tse, Chia-Jen Chang, Yu-Len Huang(黃育仁)* (2021.06). Automatic Segmentation of Choroid Layer Using Deep Learning on Spectral Domain Optical Coherence Tomography. Applied Sciences, 11(12), 5488.
10	期刊論文	Dar-Ren Chen, Yao-Wen Chang, Hwa-Koon Wu, Wei-Chung Shia and Yu-Len Huang(黃育仁)* (2019.10). Multi-view contouring for breast tumor on magnetic resonance imaging. Journal of Digital Imaging, 32(5), 713-727.
11	期刊論文	Yi-Chun Chen, Dar-Ren Chen, Hwa-Koon Wu, and Yu-Len Huang(黃育仁)* (2019.09). Intra-operative Tumor Margin Evaluation in Breast-Conserving Surgery with Deep Learning. Journal of Image and Graphics, 7(3), 90-93.
12	期刊論文	Wei-Chung Shia, Hui-Ju Yang, Hwa-Koon Wu, Shih-Lung Lin, Hung-Wen Lai, Yu-Len Huang(黃育仁) and Dar-Ren Chen* (2018.11). Implant volume estimation in direct-to-implant breast reconstruction after nipple-sparing mastectomy. journal of surgical research, 231, 290-296.
13	期刊論文	Wei-Chung Shia, Hwa-Koon Wu, Yu-Len Huang(黃育仁), Li-Sheng Lin and Dar-Ren Chen (2018.10). Mammographic Density Distribution of Healthy Taiwanese Women and its Naturally Decreasing Trend with Age. Scientific Reports, 8*, 14937-14937.
14	期刊論文	Wei-Chung Shia, Yu-Len Huang(黃育仁), Hwa-Koon Wu, Dar-Ren Chen (2017.05). Using Flow Characteristics in Three Dimensional Power Doppler Ultrasound Imaging to Predict Complete Responses in Patients Undergoing Neoadjuvant Chemotherapy. J Ultrasound Med, 36(5), 887-900.
15	期刊論文	Wei-Chung Shia, Dar-Ren Chen, Yu-Len Huang(黃育仁), Hwa-Koon Wu and Shou-Jen Kuo (2015.08). Effectiveness of evaluating tumor vascularization using three-dimensional power Doppler ultrasound with high-definition flow technology in the prediction of the response to neoadjuvant chemotherapy for T2 breast cancer: A preliminary report. Physics in Medicine and Biology, 60*, 7763-7778.
16	期刊論文	Chin-Yuan Chang,Shou-Jen Kuo, Hwa-Koon Wu, Yu-Len Huang(黃育仁), Dar-Ren Chen* (2014.05). Stellate Masses and Histologic Grades in Breast Cancer. Ultrasound in Medicine and Biology, 40(5), 904-916.
17	期刊論文	1.Hwa-Koon Wu, Hsin-Shun Tseng, Li-Sheng Chen, Shou-Jen Kuo, Ping-Lang Yen, Yu-Len Huang(黃育仁), and Dar-Ren Chen (2014.03). Flow Index of 3D Breast Ultrasound was Strongly Correlated with Axillary Lymph Node Metastasis in the Absence of Lymphovascular Invasion. Journal of Medical Imaging and Health Informatics, 4(1), 66-70.
18	期刊論文	Y. L. Huang(黃育仁), D. R. Chen and S. C. Chang (2013.05). Three-dimensional region-based segmentation for breast tumor in sonography. Journal of Ultrasound in Medicine, 32*(5), 835-846.
19	期刊論文	I. C. Tsai, Y. L. Huang(黃育仁), P.T. Liu, M. C. Chen (2012.09). Left Ventricular Myocardium Segmentation on Delayed Phase of Multi-detector Row Computed Tomography. International Journal of Computer Assisted Radiology and Surgery, 7(5), 737-751.
20	期刊論文	P. L. Yen, H. K. Wu , H. S. Tseng, S. J. Kuo, Y. L. Huang(黃育仁), H. T. Chen, D. R. Chen (2012.07). Vascular morphologic information of three-dimensional power Doppler ultrasound is valuable in the classification of breast lesions. Clinical Imaging, 36(2), 267-271.
21	期刊論文	I. C. Tsai, Y. L. Huang(黃育仁), K. H. Kuo (2012.01). Left Ventricular Myocardium Segmentation on Arterial Phase of Multi-detector Row Computed Tomography. Computerized Medical Imaging and Graphics, 36(1), 25-37.
22	期刊論文	H. S. Tseng, H. K. Wu, S. T. Chen, S. J. Kuo, Y. L. Huang(黃育仁), D. R. Chen (2012.01). Speckle Reduction Imaging of Breast Ultrasound Does Not Improve the Diagnostic Performance in Morphology-based CAD System. Journal of Clinical Ultrasound, 40(1), 1-6.
23	期刊論文	D. R. Chen, Y. L. Huang(黃育仁), S. H. Lin (2011.04). Computer-aided Diagnosis with Textural Features for Breast Lesions in Sonograms. Computerized Medical Imaging and Graphics, 35(3), 220-226.
24	期刊論文	Y. L. Huang(黃育仁), S. J. Kuo, C. C. Hsu, H. S. Tseng, Y. H. Hsiao, D. R. Chen (2009.10). Computer-aided Diagnosis for Breast Tumors by Using Vasculization of 3-D Power Doppler Ultrasound. Ultrasound in Medicine and Biology, 35(10), 1607-1614.
25	期刊論文	S. T. Chen, Y. H. Hsiao, Y. L. Huang(黃育仁), S. J. Kuo, H. S. Tseng, H. K. Wu, D. R. Chen (2009.09). Comparative analysis of logistic regression, support vector machine and artificial neuralnetwork for the differential diagnosis of benign and malignant solid breast tumors by the use of three-dimensional power Doppler imaging. Korean journal of radiology, 10(5), 464-471.
26	期刊論文	Y. H. Hsiao, Y. L. Huang(黃育仁), S. J. Kuo, W. M. Liang, S.T. Chen and D. R. Chen (2009.07). Characterization of benign and malignant solid breast masses in harmonic 3D power Doppler imaging. European Journal of Radiology, 71(1), 89-95.
27	期刊論文	I. C. Tsai, Y. L. Huang(黃育仁), W. C. Liao, K. H. Kao and M. C. Chen (2009.04). Left ventricular myocardial volumes measured during arterial and delayed phases of multidetector row computed tomography: A study on intra- and interobserver variability. International Journal of Cardiovascular Imaging, 25(1), 55-63.
28	期刊論文	Y. H. Hsiao, Y. L. Huang(黃育仁), W. M. Liang, C. Lin, S. J. Kuo and D. R. Chen (2009.03). Characterization of Benign and Malignant Solid Breast Masses: Harmonic versus Non-harmonic 3D Power Doppler Imaging. Ultrasound in Medicine and Biology, 35(3), 353-359.
29	期刊論文	S. J. Kuo, Y. H. Hsiao, Y. L. Huang (黃育仁) and D. R. Chen, D. R. Chen (2008.07). Classification of benign and malignant breast tumors using neural networks and three-dimensional power Doppler ultrasound. Ultrasound in Obstetrics and Gynecology, , 97-102.
30	期刊論文	Y.H. Hsiao, S.J. Kuo, W.M. Liang, Y.L. Huang, D.R. Chen (2008.01). Intra-Tumor Flow Index Can Predict the Malignant Potential of Breast Tumor: Dependent on Age and Volume. Ultrasound in Medicine and Biology, 34(1), 88-95.
31	期刊論文	Y. L. Huang, H.Y. Chen (2007.12). Computer-Aided Diagnosis of Urodynamic Stress Incontinence with Vector-Based Perineal Ultrasound Using Neural Networks. Ultrasound in Obstetrics and Gynecology, 30(7), 1002-1006.
32	期刊論文	Y. L. Huang, Y. R. Jiang, D. R. Chen, W. K. Moon (2007.09). Level set segmentation for breast tumor in 2-D sonography. Journal of Digital Imaging, 20(3), 238-247.
33	期刊論文	H. Y. Chen, Y. L. Huang, Y. C. Hung, W. C. Chen (2006.10). Evaluation of stress urinary incontinence by computer-aided vector-based perineal ultrasound. Acta Obstetricia et Gynecologica Scandinavica, 15(10), 1259-1264.
34	期刊論文	Y. L. Huang, H. Y. Lien (2006.10). Temporal Error Concealment for MPEG-Coded Video over Error-Prone Networks. Journal of Internet Technology, 7(4), 427-432.
35	期刊論文	Y. L. Huang, J. H. Chen, W. C. Shen (2006.06). Diagnosis of Hepatic Tumors with Texture Analysis in Non-enhanced CT Images. Academic Radiology, 13(6), 713-720.
36	期刊論文	Y. L. Huang, H. Y. Lien (2006.05). Temporal Error Concealment for MPEG Coded Video Using a Self-Organizing Map. IEEE Transactions on Consumer Electronics, 52(2), 676-681.
37	期刊論文	Y. L. Huang, K. L. Wang, D. R. Chen (2006.04). Diagnosis of Breast Tumors with Ultrasonic Texture Analysis Using Support Vector Machines. Neural Computing and Applications, 15(2), 164-169.
38	期刊論文	Y. L. Huang, S. J. Kuo, C. S. Chang, Y. G. Liu, W. K. Moon, D. R. Chen (2005.10). Image Retrieval with Principal Component Analysis for Breast Cancer Diagnosis on Various Ultrasonic Systems. Ultrasound in Obstetrics and Gynecology, 26(5), 558-566.
39	期刊論文	Y. L. Huang, D. R. Chen (2005.05). Support Vector Machines in Sonography: Application to Decision Making in the Diagnosis of Breast Cancer. Journal of Clinical Imaging, 29(3), 179-184.
40	期刊論文	Y. L. Huang（2005.03）。Wavelet-based Image Interpolation Using Multilayer Perceptron。Neural Computing and Applications，14（1），1-10。
41	期刊論文	Y. L. Huang (2005.01). A Fast Method for Textural Analysis of DCT-based Image. Journal of Information Science and Engineering, 21(1), 181-194.
42	期刊論文	Y. L. Huang, J. P. Lee, G. L. Chen, Z. Z. Lee, M. P. Chang, X. J. Huang（2004.12）。Image Retrieval by Using Region Adjacency Relations。Tunghai Science，6，17-42。
43	期刊論文	Y. L. Huang, J. H. Chen, W. C. Shen (2004.09). Computer-Aided Diagnosis of Liver Tumors in Non-enhanced CT Images. Mid-Taiwan Journal of Medicine, 9(3), 141-150.
44	期刊論文	Y. L. Huang, R. F. Chang (2004.07). A Fast Finite-State Algorithm for Generating RGB Palettes of Color Quantized Images. Journal of Information Science and Engineering, 20(4), 771-782.
45	期刊論文	Y. L. Huang, D. R. Chen (2004.05). Watershed Segmentation for Breast Tumor in 2-D Sonography. Ultrasound in Medicine and Biology, 30(5), 625-632.
46	期刊論文	Y. L. Huang, M. Y. Kuo, Y.Z. Zeng, X. W. Wu, F. Z. Kuo, F. X. Zhao（2003.12）。Breast Ultrasonic Image Segmentation with Watershed Method。Tunghai Science，5，43-54。
47	期刊論文	D. R. Chen, R. F. Chang, W. J. Kuo, M. C. Chen, Y. L. Huang (2002.10). Diagnosis of Breast Tumors with Sonographic Texture Analysis Using Wavelet Transform and Neural Networks. Ultrasound in Medicine and Biology, 28(10), 1301-1310.
48	期刊論文	Y. L. Huang, R. F. Chang (2002.03). A New Side-Match Finite-State Vector Quantization Using Neural Networks for Image Coding. Journal of Visual Communication and Image Representation, 13(3), 335-347.
49	期刊論文	Y. L. Huang, R. F. Chang (2000.10). Adaptive MLP Post-processing for Block-Based Images", IEE Proceedings- Vision, Image and Signal Processing. IEE Proceedings- Vision, Image and Signal Processing, 147(5), 463-474.
50	期刊論文	D. R. Chen, R. F. Chang, Y. L. Huang, Y. H. Chou , C. M. Tiu, P. P. Tsai (2000.08). Texture Analysis of Breast Tumors on Sonograms. Seminars in Ultrasound, CT and MRI, 21(4), 308-316.
51	期刊論文	Y. L. Huang, R. F. Chang (2000.07). Error Concealment Using Adaptive MLPs for Block-Based Image Coding. Neural Computing and Applications, 9(2), 83-92.
52	期刊論文	R. F. Chang, W. J. Kuo, D. R. Chen, Y. L. Huang, J.H. Lee, Y.H. Chou (2000.06). Computer-Aided Diagnosis for Surgical Office-Based Breast Ultrasound. Archives of Surgery, 135, 696-699.
53	期刊論文	D. R. Chen, R. F. Chang, Y. L. Huang (2000.03). Breast Cancer Diagnosis Using Self-Organizing Map for Sonography. Ultrasound in Medicine and Biology, 26(3), 405-411.
54	期刊論文	M. M. Chuang, R. F. Chang, Y. L. Huang (2000.03). Automatic Facial Feature Extraction in Model-based Coding. Journal of Information Science and Engineering, 16(3), 447-458.
55	期刊論文	D. R. Chen, R. F. Chang, Y. L. Huang, (1999.11). Computer-aided Diagnosis Applied to US of Solid Breast Nodules by Using Neural Networks. Radiology, 213(2), 407-412.
56	期刊論文	R. F. Chang, Y. L. Huang (1996.02). Finite-State Vector Quantization by Exploiting Interband and Intraband Correlations for Subband Image Coding. IEEE Transactions on Image Processing, 5(2), 374-378.
57	期刊論文	R. F. Chang, Y. L. Huang（1995.12）。Subband Finite-State Vector Quantization for Still Image Coding。Journal of Visual Communication and Image Representation，6（4），378-386。

研討會論文 75

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1	研討會論文	Kai-Xiang Hou, Chen Yu Lin, Yu-Xuan Shen, Chia Jen Chang and Yu-Len Huang(黃育仁)* (2025.06). Automatic Choroid Segmentation and Thickness Measurement in Optical Coherence Tomography Using Deep Learning. Paper presented at CARS 2025 Computer Assisted Radiology and Surgery, Berlin, Germany: Int J CARS.
2	研討會論文	Yu-Wen Chen, Wen-Pei Wu, Hwa-Koon Wu, Dar-Ren Chen, Yu-Len Huang(黃育仁)* (2024.05). Tumor segmentation of breast tomosynthesis in breast-conserving surgery with deep learning. Paper presented at 8th International Conference on Medical and Health Informatics, ICMHI 2024, Yokohama, Japan: Chung Shan Medical University.
3	研討會論文	Yi-Kit Chan, Chieh-Liang Wu, Yu-Len Huang(黃育仁)* (2023.05). Chest X-ray Image Segmentation Using Modified U-Net3+ for Diagnosis of Acute Respiratory Distress Syndrome. Paper presented at 2023 7th International Conference on Medical and Health Informatics (ICMHI 2023), Kyoto: International Conference on Medical and Health Informatics.
4	研討會論文	陳怡杰, 吳杰亮, 汪洋, 陳嘉瑜, 許瑞愷, 黃育仁（2021.12）。應用人工智慧於胸部X光切割肺部及心臟研究。論文發表於National Computer Symposium (NCS2021)，台中：東海大學。
5	研討會論文	Z. L. Tse, D. R. Chen, H. K. Wu, Y. L. Huang(黃育仁)* (2021.06). Malignant tumor detection on screening breast MRI with deep learning. Paper presented at CARS 2021 Computer Assisted Radiology and Surgery, Munich, Germany: Int J CARS.
6	研討會論文	Yung-Che Li, Ching-Tang Chang, Chin-Chang Cheng and Yu-Len Huang* (2021.04). Baseball Swing Pose Estimation Using OpenPose. Paper presented at 2021 IEEE International Conference on Robotics, Automation and Artificial Intelligence (RAAI 2021), Virtual Conference: RAAI 2021.
7	研討會論文	Yang Wang and Yu-Len Huang* (2021.04). Bidirectional tracking with missing warning in SiamMask. Paper presented at 2021 IEEE International Conference on Robotics, Automation and Artificial Intelligence (RAAI 2021), Virtual Conference: RAAI 2021.
8	研討會論文	Jiang G.-T., Wu Y.-D., Hsieh T. -Y., Huang Y.-L（黃育仁)* (2021.01). Automatic HEp-2 Cell Segmentation in Indirect Immunofluorescence Images Using Deep Learning. Paper presented at International Forum on Medical Imaging in Asia (IFMIA) 2021, Taipei, Taiwan: IFMIA.
9	研討會論文	Siu-Lun Tse, Chia-Jen Chang, Wei-Ping Hsia, Yu-Len Huang* (2021.01). Deep-Learning Segmentation for Evaluating of Choroidal Thickness on Optical Coherence Tomography. Paper presented at International Forum on Medical Imaging in Asia (IFMIA) 2021, Taipei, Taiwan: IFMIA.
10	研討會論文	G. T. Jiang, D. R. Chen and Y. L. Huang (2020.06). Neoadjuvant chemotherapy evaluation on 3D breast tumor ultrasonography using deep learning networks. Paper presented at CARS 2020 Computer Assisted Radiology and Surgery, Munich, Germany: Int J CARS.
11	研討會論文	Yi-Chun Chen, Yu-Len Huang, Dar-Ren Chen, Hwa-Koon Wu (2019.05). Intra-operative tumor margin evaluation in breast-conserving surgery with deep learning. Paper presented at 2019 2nd International Conference on Robotics and Intelligent Technology (ICRIT 2019), Kyoto, Japan: ICRIT 2019.
12	研討會論文	Yi-Chun Chen, Dar-Ren Chen, Hwa-Koon Wu and Yu-Len Huang（黃育仁) (2019.03). Deep Convolutional Neural Networks for Intra-Operative Mammographic Margin Assessment in Breast-Conservation Therapy. Paper presented at 019 2nd IERI International Conference on Medical Physics, Medical Engineering and Informatics (ICMMI 2019), Tokyo, Japan: ICMMI 2019.
13	研討會論文	Yi-Chun Chen, Dar-Ren Chen, Hwa-Koon Wu and Yu-Len Huang(黃育仁) (2018.06). Computer-aided estimation for surgical margin evaluation of malignant tumor in breast-conserving surgery. Paper presented at CARS 2018 Computer Assisted Radiology and Surgery, Berlin, Germany: Int J CARS.
14	研討會論文	Dar-Ren Chen, Hsueh-Lun Wang, Yu-Len Huang(黃育仁) (2017.06). Doppler ultrasound high-definition flow imaging in the study of breast cancer neo-adjuvant chemotherapy*. Paper presented at 2017 International Conference on Imaging, Signal Processing and Communication (ICISPC 2017), Penang: Universiti Sains Malaysia.
15	研討會論文	Hsueh-Lun Wang, Dar-Ren Chen, Jhao-Yu Huang and Yu-Len Huang* (2016.06). Molecular subtype evaluation for neo-adjuvant chemotherapy of breast cancer: dependent on ultrasonic vascularity features. Paper presented at CARS 2016 Computer Assisted Radiology and Surgery, Heidelberg, Germany: CARS 2016.
16	研討會論文	Tzu-Yu Liu, Yu-Len Huang, and Dar-Ren Chen (2016.06). Precise Three-Dimensional Segmentation for Breast Region on MRI*. Paper presented at International Conference on “Engineering & Technology, Computer, Basic & Applied Sciences- ECBA-2016, Taipei: ECBA-2016.
17	研討會論文	Wan-Ting Lin, Yu-Len Huang(黃育仁)* and Dar-Ren Chen (2015.08). Breast Tumor Segmentation in Ultrasonography Based on 3D Region Growing Method. Paper presented at 2015 International Conference on Information, Computer and Communication Engineering, Hong Kong: International Conference on Information, Computer and Communication Engineering.
18	研討會論文	Yu-Len Huang(黃育仁), Min-Hsuan Chen and Dar-Ren Chen (2015.06). Tumor response prediction to neo-adjuvant chemotherapy for breast cancer: dependent on ultrasonic matrix texture*. Paper presented at CARS 2015 Computer Assisted Radiology and Surgery, Barcelona: Int J CARS.
19	研討會論文	Yu-Len Huang(黃育仁),Ya-Ting Hsu (2014.08). Automatic Breast Segmentation in MRI*. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2014), Pingtung, Taiwan: 國立台北大學.
20	研討會論文	Yao-Wen Chang, Hwa-Koon Wu, Dar-Ren Chen, Y.L. Huang(黃育仁)* (2014.08). Multi-View Contouring for Breast Tumor on Magnetic Resonance Imaging. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2014), Pingtung, Taiwan: 國立台北大學.
21	研討會論文	Y.L. Huang(黃育仁), Y.W. Chang, H.K. Wu, D.R. Chen, W.T. Lin (2014.06). Three-dimensional segmentation for breast tumour*. Paper presented at CARS 2014 Computer Assisted Radiology and Surgery, Fukuoka, Japan: Int J CARS.
22	研討會論文	1.Y.C Lin, D. R. Chen and Y.L. Huang(黃育仁)* (2013.07). Breast tumor segmentation based on level-set method in 3D sonography. Paper presented at The Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing, Taichung, Taiwan: Asia University.
23	研討會論文	Y.L. Huang(黃育仁), D. R. Chen and P. N. Cheng (2013.06). Tumor grade estimation for breast cancer in 3D ultrasound imaging*. Paper presented at CARS 2013 Computer Assisted Radiology and Surgery, Heidelberg, Germany: Int J CARS.
24	研討會論文	D. R. Chen, W. T. Cheng, Y. L. Huang(黃育仁) (2012.06). Tumor response prediction to neo-adjuvant chemotherapy for breast cancer: dependent on ultrasonic vascularity morphology. Paper presented at CARS 2012 Computer Assisted Radiology and Surgery, Pisa, Italy: Int J CARS.
25	研討會論文	I. C. Tsai, Y. L. Huang(黃育仁), P. T. Liu, M. C. Chen (2012.06). Left ventricular myocardium segmentation on delayed phase of multi-detector row computed tomography. Paper presented at CARS 2012 Computer Assisted Radiology and Surgery, Pisa, Italy: Int J CARS.
26	研討會論文	C. Y. Chang, D. R. Chen, Y. L. Huang(黃育仁) (2012.06). Spiculation Analysis of Breast Tumors on 3D Ultrasound. Paper presented at International Symposium on Computer, Consumer and Control, Taichung, Taiwan: IS3C 2012.
27	研討會論文	Y. C. Huang, T. Y. Hsieh, C. Y. Chang, W. T. Cheng, Y. C. Lin, Y. L. Huang(黃育仁) (2012.03). HEp-2 Cell Images Classification Based on Textural and Statistic Features Using Self-Organizing Map. Paper presented at Intelligent Information and Database Systems 4th Asian Conference, Kaohsiung, Taiwan: Lecture Notes in Computer Science.
28	研討會論文	D. R. Chen, Y. P. Lien, Y. L. Huang(黃育仁) (2011.06). Ultrasonic vascularization evaluation in breast cancer with neo-adjuvant chemotherapy. Paper presented at CARS 2011 Computer Assisted Radiology and Surgery,, Berlin, Germany: Int J CARS.
29	研討會論文	Y. P. Lien, D. R. Chen, Y. L. Huang(黃育仁) (2011.01). Vascularization evaluation for breast tumors in 3D high-definition flow Doppler sonography. Paper presented at International Forum on Medical Imaging in Asia,, Okinawa, Japan: The IEICE Information and Systems Society,Technical Committee on Medical Imaging.
30	研討會論文	P. T. Liu, I. C. Tsai, Y. L. Huang(黃育仁) (2011.01). Left Ventricular Myocardium Segmentation on Delayed Phase of Multi-detector Row Computed Tomography. Paper presented at International Forum on Medical Imaging in Asia, Okinawa, Japan: The IEICE Information and Systems Society,Technical Committee on Medical Imaging.
31	研討會論文	A. S. Chiang, P. T. Liu, Y. P. Lien, Y. L. Huang(黃育仁), T. Y. Hsieh (2010.10). Automatic Detection of Antinuclear Autoantibodies Cells in Indirect Immunofluorescence Images. Paper presented at The 3rd International Conference on BioMedical Engineering and Informatics (BMEI'10), Yantai , China: BMEI.
32	研討會論文	H. T. Chen, Y.P. Lien, P. T. Liu, Y. L. Huang(黃育仁), D. R. Chen (2010.10). Characterization of Benign and Malignant Solid Breast Masses Using Vascular Morphology in 3D Power Doppler Ultrasound Images. Paper presented at he 3rd International Conference on BioMedical Engineering and Informatics (BMEI'10), Yantai , China: BMEI.
33	研討會論文	Y. L. Huang(黃育仁), S. C. Chang, D. R. Chen (2010.06). Region growing segmentation for breast tumor in 3D sonography. Paper presented at CARS 2010 Computer Assisted Radiology and Surgery, Geneva, Swiss: Int J CARS.
34	研討會論文	Y. L. Huang(黃育仁), H. T. Chen, C. C. Han, D. R. Chen (2010.06). Vascular morphology evaluation for angiogenesis of breast tumors: using 3D high-definition flow Doppler ultrasound. Paper presented at CARS 2010 Computer Assisted Radiology and Surgery,, Geneva, Swiss: Int J CARS.
35	研討會論文	T. Y. Hsieh, Y. C. Huang, C. W. Chung, Y. L. Huang(黃育仁) (2009.12). Ep-2 Cell Classification in Indirect Immunofluorescence Images. Paper presented at Seventh International Conference on Information, Communications and Signal Processing (ICICS 2009), Macau: ICICS.
36	研討會論文	C. Y. Chen, H. T. Lin, Y. L. Huang(黃育仁), D. R. Chen (2009.09). Application of 3D Power Doppler Ultrasound in CAD System. Paper presented at 12th World Congress of the World Federation for Ultrasound in Medicine and Biology, Sydney, Australia: World Federation for Ultrasound in Medicine and Biology.
37	研討會論文	Y. L. Huang(黃育仁), C. C. Hsu and D. R. Chen (2009.06). Computer-aided diagnosis for breast lesions in 3D power Doppler ultrasound: dependent on vascularity, age and volume. Paper presented at CARS 2009 Computer Assisted Radiology and Surgery, Berlin, Germany: Int J CARS.
38	研討會論文	Y. L. Jao, C. C. Han, T. Y. Hsieh , Y. L. Huang(黃育仁) (2009.01). Computer-aided Classification of HEp-2 Cell in Indirect Immunofluorescence Images. Paper presented at International Forum on Medical Imaging in Asia (IFMIA) 2009, Taipei, Taiwan: The IEICE Information and Systems Society,Technical Committee on Medical Imaging.
39	研討會論文	H. C. Chuang, D. R. Chen, Y. L. Huang(黃育仁) (2009.01). Using Tumor morphology to Classify Benign and Malignant Solid Breast Masses: Speckle Reduction Imaging (SRI) versus Non-SRI Ultrasound Imaging. Paper presented at International Forum on Medical Imaging in Asia (IFMIA) 2009, Taipei, Taiwan: The IEICE Information and Systems Society,Technical Committee on Medical Imaging.
40	研討會論文	Y. L. Huang, Yu-Lang Jao, Tsu-Yi Hsieh and Chia-Wei Chung (2008.06). Adaptive Automatic Segmentation of HEp-2 Cells in Indirect Immunofluorescence Images. Paper presented at IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (SUTC2008), Taichung, Taiwan: IEEE.
41	研討會論文	Y. L. Huang, Chia-Wei Chung, Tsu-Yi Hsieh, Yu-Lang Jao (2008.06). Outline Detection for the HEp-2 Cell in Indirect immunofluorescence Images Using Watershed Segmentation. Paper presented at IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (SUTC2008), Taichung, Taiwan: IEEE.
42	研討會論文	Y. L. Huang, J. J. Shiu, Y.H. Hsiao, D. R. Chen (2008.06). Computer-aided Diagnosis for Breast Tumors by Using Vasculization of 3D Power Doppler Ultrasound. Paper presented at CARS 2008 Computer Assisted Radiology and Surgery, Barcelona, Spain: CARS.
43	研討會論文	Y. L. Huang, H. Y. Chen, J. J. Shiu (2007.06). Computer-aided diagnosis of stress urinary incontinence with vector-based perineal ultrasound using neural networks. Paper presented at CARS 2007 Computer Assisted Radiology and Surgery, Berlin, Germany: CARS.
44	研討會論文	Y. L. Huang, Y. R. Jiang, D. R. Chen, W. K. Moon, J. J. Shiu (2007.06). Computer-aided diagnosis with morphological features for breast lesion on sonograms. Paper presented at CARS 2007 Computer Assisted Radiology and Surgery, Berlin, Germany: CARS.
45	研討會論文	Y. L. Huang, C. C. Tao (2006.10). Blind Adaptive Shift Length Watermarking For Digital Images. Paper presented at 2006 IEEE International Conference on Systems, Man, and Cybernetics, Taipei, Taiwan: IEEE.
46	研討會論文	Y. L. Huang, Y. R. Jiang, D. R. Chen, W. K. Moon (2006.06). Level set segmentation for breast tumor in 2-D sonography. Paper presented at CARS 2006 Computer Assisted Radiology and Surgery, Osaka, Japan: CARS.
47	研討會論文	Y. L. Huang, S. H. Lin, D. R. Chen (2006.06). Texture analysis of breast cancer computer-aided diagnosis using image retrieval techniques on sonogram. Paper presented at CARS 2006 Computer Assisted Radiology and Surgery, Osaka, Japan: CARS.
48	研討會論文	W. M. Chen, Y. L. Huang, C. C. Tao (2006.02). Evaluation of Image Compression for Computer-Aided Diagnosis of Breast Tumors in 3-D Sonography. Paper presented at SPIE International Symposium Medical Imaging, San Diego, California, USA: SPIE.
49	研討會論文	Y. L. Huang, S. H. Lin, D. R. Chen (2005.09). Computer-Aided Diagnosis Applied to 3-D US of Solid Breast Nodules by Using Principal Component Analysis and Image Retrieval. Paper presented at 27th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Shanghai, China: IEEE.
50	研討會論文	Y. L. Huang, D. R. Chen (2005.09). Automatic Contouring for Breast Tumors in 2-D Sonography. Paper presented at 27th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Shanghai, China: IEEE.
51	研討會論文	Y. L. Huang, H. Y. Lien (2005.07). An Edge-Based Temporal Error Concealment for MPEG-Coded Video. Paper presented at Visual Communications and Image Processing (VCIP 2005), Beijing, China: VCIP.
52	研討會論文	Y. L. Huang, W. M. Chen, C. C. Tao (2005.07). Evaluation of Image Compression for Computer-Aided Diagnosis of Breast Tumors in Sonography. Paper presented at Visual Communications and Image Processing (VCIP 2005), Beijing, China: VCIP.
53	研討會論文	Y. L. Huang, H. Y. Lien (2004.12). Temporal Error Concealment Using Self-Organizing Map. Paper presented at International Computer Symposium 2004 ( ICS 2004), Taipei, Taiwan: ICS.
54	研討會論文	Y. L. Huang, D. R. Chen, S. H. Lin (2004.12). Computer-Aided Diagnosis Applied to US of Solid Breast Nodules by Using Principal Component Analysis and Image Retrieval. Paper presented at International Computer Symposium 2004 ( ICS 2004), Taipei, Taiwan: ICS.
55	研討會論文	S. Y. Chung, W. Moon, N. Cho, S. H. Lee, Y. L. Huang and D. R. Chen (2004.11). Image Retrieval and Principal Component Analysis for Computer-aided Diagnosis (CAD) of Breast Tumors on Different Ultrasound Systems. Paper presented at 2004's Scientific Assembly and Annual Meeting of the Radiological Society of North America (RSNA), SESSION: Physics (CAD/Miscellaneous), 1120PH-p, Chicago Illinois, USA: RSNA.
56	研討會論文	黃忠義,陳榮靜,黃育仁（2004.10）。基於雙語同義關鍵字集合的自動論文分群方法。論文發表於2004台灣網際網路研討會(TANET2004)，台東, 台灣：TANET。
57	研討會論文	# Y. L. Huang, D. R. Chen, Y. K. Liu (2004.10). Breast Cancer Diagnosis Using Image Retrieval for Different Ultrasonic Systems. Paper presented at Proceedings of IEEE ICIP-2004 International Conference on Image Processing, Singapore: IEEE.
58	研討會論文	Y. L. Huang, H. Y. Lien (2004.08). Temporal error concealment for mpeg-coded video over error-prone networks. Paper presented at 17th IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2004), Hualien, Taiwan: CVGIP.
59	研討會論文	Y. L. Huang, X. Y. Lin (2004.08). Information hiding for monochrome images based on watershed Transformation. Paper presented at 17th IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2004), Hualien, Taiwan: CVGIP.
60	研討會論文	Y. L. Huang, X. Y. Lin (2003.12). Texture-Based Region Merging for Watershed Segmentation in Sonography. Paper presented at in National Computer Symposium 2003 (NCS 2003), Taichung, Taiwan: NCS.
61	研討會論文	R. C. Chen , Y. L. Huang, C. Y. Huang (2003.12). The Automatic Clustering of Synonymous Chinese and English Keywords in Thesis Documents. Paper presented at 2003 International Conference on Informatics, Cybernetics and Systems, Kaohsiung, Taiwan: International Conference on Informatics, Cybernetics and Systems.
62	研討會論文	Y. L. Huang, Y. G. Liu (2003.08). Diagnosis of Solid Breast Tumors with Sonographic Texture Analysis. Paper presented at 16th IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2003), Kinmen, Taiwan: CVGIP.
63	研討會論文	黃忠義,陳榮靜,黃育仁（2003.03）。網際網路論文資料之中英文對應專業詞彙庫建構。論文發表於第四屆網際網路應用與發展學術研討會，台南, 台灣：網際網路應用與發展學術。
64	研討會論文	Y. L. Huang, X. Y. Lin (2002.12). Contour Detection for the Breast Tumor in Ultrasonic Images Using Watershed Segmentation. Paper presented at in Proceedings of the International Computer Symposium 2002 ( ICS 2002): Workshop on Artificial Intelligence, Hualien, Taiwan: ICS.
65	研討會論文	Y. L. Huang (2000.12). Concealment of damaged block coded images using adaptive multilayer perceptrons. Paper presented at Proceedings of the 2000 ICS: Workshop on Image Processing and Pattern Recognition, Chiayi, Taiwan: ICS.
66	研討會論文	D. R. Chen, R. F. Chang, Y. L. Huang, J. H. Lee (1999.05). Computer Aided Diagnosis to Medical Ultrasonic Images of Solid Breast Nodules Using Neural Networks. Paper presented at The 11th International Congress on the Ultrasonic Examination of the Breast, Seoul, Korea: International Congress on the Ultrasonic Examination of the Breast.
67	研討會論文	Y. L. Huang, R. F. Chang (1999.03). Texture Feature for DCT-coded Image Retrieval and Classification. Paper presented at Proceedings of IEEE ICASSP-99 International Conference on Acoustics, Speech, and Signal Processing, Phoenix, Arizona, USA: IEEE.
68	研討會論文	Y. L. Huang, R. F. Chang (1999.03). MLP Interpolation for Digital Image processing Using Wavelet Transform. Paper presented at Proceedings of IEEE ICASSP-99 International Conference on Acoustics, Speech, and Signal Processing, Phoenix, Arizona, USA: IEEE.
69	研討會論文	Y. L. Huang, R. F. Chang (1998.08). Error Concealment Using Neural Networks for Block-based Image Coding. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 1998), Taipei, Taiwan: CVGIP.
70	研討會論文	Y. L. Huang, R. F. Chang (1998.08). Blocking Effect Reduction Using Neural Networks for DCT-based Image Coding. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 1998), Taipei, Taiwan: CVGIP.
71	研討會論文	Y. L. Huang, R. F. Chang (1997.08). A Fast Finite-State Algorithm for Generating RGB Palettes of Color Quantized Images. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 1997), Taichung, Taiwan: CVGIP.
72	研討會論文	Y. L. Huang, R. F. Chang (1997.08). A New Side-Match Finite-State Vector Quantization Using Neural Networks for Image Coding. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 1997), Taichung, Taiwan: CVGIP.
73	研討會論文	M. M. Chuang, R. F. Chang, Y. L. Huang (1996.08). Facial Model for Very Low Bit Rate Coding. Paper presented at IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 1996), Taichung, Taiwan: CVGIP.
74	研討會論文	R. F. Chang, Li YC, Y. L. Huang (1995.11). New Block Matching Algorithm with Variable Search Window Size and Prediction Using Neighboring Blocks. Paper presented at HD-Media Technology and Applications Workshop, Taipei, Taiwan: HD-Media Technology and Applications Workshop.
75	研討會論文	R. F. Chang, Y. L. Huang（1994.09）。Subband Finite-State Vector Qunatization。論文發表於SPIE Visual Communications and Image Processing，Chicago, Illinois, USA：SPIE。

專書部份章節 1

#	kind_name	arms_cont
1	專書部份章節	(2006.09). Computer-aided Diagnosis for 2-D/3-D Breast Ultrasound. In Jasjit Suri and Rangaraj M. Rangayyan (Ed.), Recent advances in Breast imaging, Mammography, and Computer-Aided Diagnosis of Breast Cancer (pp. 569-608). : SPIE Press.(ISBN：0819460818)

專利 4

#	kind_name	arms_cont
1	專利	Ming-Cheng CHAN, Kai-Chih PAI, Wen-Cheng CHAO, Yu-Jen Huang(黃育仁), Chieh-Liang WU, Min-Shian WANG, Chien-Lun LIAO, Ta-Chun Hung, Yan-Nan LIN, Hui-Chiao YANG, Ruey-Kai SHEU, Lun-Chi Chen (2024.02-2042.09). Respiratory status classifying method and system thereof. United States Patent No: US11908136B2.
2	專利	吳杰亮 (中華民國); WU, CHIEH-LIANG (TW); 詹明澄 (中華民國); CHAN, MING-CHENG (TW); 趙文震 (中華民國); CHAO, WEN-CHENG (TW); 白鎧誌 (中華民國); PAI, KAI-CHIH (TW); 黃育仁 (中華民國); HUANG, YU-JEN (TW); 賴來勳 (中華民國); LAI, LAI-SHIUN (TW); 王敏嫻 (中華民國); WANG, MIN-SHIAN (TW); 許瑞愷 (中華民國); SHEU, RUEY-KAI (TW); 陳倫奇 (中華民國); CHEN, LUN-CHI (TW)（2022.12-2042.05）。呼吸狀態分類方法及其系統 RESPIRATORY STATUS CLASSIFYING METHOD AND SYSTEM THEREOF。中華民國專利號碼：I787130。
3	專利	吳杰亮 (中華民國); WU, CHIEH-LIANG (TW); 詹明澄 (中華民國); CHAN, MING-CHENG (TW); 趙文震 (中華民國); CHAO, WEN-CHENG (TW); 白鎧誌 (中華民國); PAI, KAI-CHIH (TW); 黃育仁 (中華民國); HUANG, YU-JEN (TW); 賴來勳 (中華民國); LAI, LAI-SHIUN (TW); 王敏嫻 (中華民國); WANG, MIN-SHIAN (TW); 許瑞愷 (中華民國); SHEU, RUEY-KAI (TW); 陳倫奇 (中華民國); CHEN, LUN-CHI (TW)（2022.09-2032.05）。呼吸狀態分類系統 RESPIRATORY STATUS CLASSIFYING SYSTEM。中華民國專利號碼：M631912。
4	專利	陳達人 (中華民國); CHEN, DAR REN (TW); 黃育仁 (中華民國); HUANG, YU LEN (TW)（2020.03-2039.06）。藥物傳遞系統及方法 DRUG DELIVERY SYSTEM AND METHOD。中華民國專利號碼：I686817。

參與國際學術活動 6

#	kind_name	arms_cont
1	參與國際學術活動	黃育仁（2023.05）。出席國際學術會議，2023 7th International Conference on Medical and Health Informatics (ICMHI 2023)。Kyoto, Japan，JPN, 日本。
2	參與國際學術活動	黃育仁（2021.12）。出席國內學術會議，National Computer Symposium (NCS2021)。台中，TWN, 台灣。
3	參與國際學術活動	黃育仁（2021.06）。出席國際學術會議，CARS 2021 Computer Assisted Radiology and Surgery。Munich, Germany，DEU, 德國。
4	參與國際學術活動	黃育仁（2021.04）。出席國際學術會議，2021 IEEE International Conference on Robotics, Automation and Artificial Intelligence (RAAI 2021), , April 21-23, 2021.。Virtual Conference，SGP, 新加坡。
5	參與國際學術活動	黃育仁（2019.03）。出席國際學術會議，2019 2nd IERI International Conference on Medical Physics, Medical Engineering and Informatics (ICMMI 2019)。Tokyo, Japan，JPN, 日本。
6	參與國際學術活動	黃育仁（2018.06）。出席國際學術會議，參與CARS 2018 Computer Assisted Radiology and Surgery。Berlin, Germany，DEU, 德國。

獲獎紀錄 4

#	kind_name	arms_cont
1	獲獎紀錄	Hung-Ju Chen, Yu-Len Huang(黃育仁), Siu-Lun Tse, Wei-Ping Hsia, Chung-Hao Hsiao, Yang Wang, and Chia-Jen Chang（2022.02發表，2025.12得獎）。Application of Artificial Intelligence and Deep Learning for Choroid Segmentation in Myopia。東海大學高引用期刊論文。
2	獲獎紀錄	趙文震、詹明澄、白鎧誌、黃育仁、吳杰亮、王敏嫻、廖建倫、洪大鈞、林彥男、楊惠喬、許瑞愷、陳倫奇（2024.01發表，2023.12得獎）。人工智慧輔助診斷急性呼吸窘迫症侯群。社團法人國家生技醫療產業策進會第20屆國家新創獎-臨床新創獎。
3	獲獎紀錄	D. R. Chen, Y. L. Huang*(黃育仁) and S. H. Lin（2011.04發表，2019.12得獎）。Computer-aided Diagnosis with Textural Features for Breast Lesions in Sonogram。東海大學高引用期刊論文獎。
4	獲獎紀錄	Y.L. Huang (黃育仁), D.R. Chen, Y.R. Jiang, S.J. Kuo, H.K. Wu, and W.K. Moon（2008.09發表，2017.12得獎）。Computer-aided diagnosis using morphological features for classifying breast lesions on ultrasound。東海大學高引用期刊論文獎。

獎補助紀錄 11

#	kind_name	arms_cont
1	獎補助紀錄	黃育仁，獲東海大學114學年度國科會補助大專校院研究獎勵。
2	獎補助紀錄	黃育仁，獲東海大學105學年度主持研究計畫獎勵。
3	獎補助紀錄	黃育仁，獲東海大學104學年度主持研究計畫獎勵。
4	獎補助紀錄	黃育仁，獲東海大學103學年度主持研究計畫獎勵。
5	獎補助紀錄	黃育仁，獲東海大學102學年度主持研究計畫獎勵。
6	獎補助紀錄	黃育仁，獲東海大學101學年度主持研究計畫獎勵。
7	獎補助紀錄	黃育仁，獲東海大學101學年度科技部特殊優秀人才獎勵。
8	獎補助紀錄	黃育仁，獲東海大學100學年度科技部特殊優秀人才獎勵。
9	獎補助紀錄	黃育仁，獲東海大學99學年度主持研究計畫獎勵。
10	獎補助紀錄	黃育仁，獲東海大學99學年度科技部特殊優秀人才獎勵。
11	獎補助紀錄	黃育仁，獲東海大學98學年度主持研究計畫獎勵。

擔任產官學相關職位 3

#	kind_name	arms_cont
1	擔任產官學相關職位	黃育仁。中華民國醫用超音波學會學刊編輯委員會編輯委員（2014.01.01-迄今）。
2	擔任產官學相關職位	黃育仁。彰化基督教醫院顧問（2010.01.01-迄今）。
3	擔任產官學相關職位	黃育仁。中華民國醫用超音波學會醫用超音波儀器創新研發委員會委員（2009.01.01-迄今）。

師資

期刊論文 57

研討會論文 75

專書部份章節 1

專利 4

參與國際學術活動 6

獲獎紀錄 4

獎補助紀錄 11

擔任產官學相關職位 3