林彥昆
Job Title Assistant Professor and Director of the Office of International Student Affairs
Email
Tel +886-5-6315739
Lab Location C-MA-0913
Research Expertise Smart Business Applications, Big Data, Business Intelligence Analysis, Medical Imaging, VR/AR and Digital Dentistry
Country School Name Department Degree
國立台灣大學 進修推廣部-管理碩士學分班 其他
國立中正大學 機械工程學系 博士
Year Paper Title
2026 Ensemble Learning for Predicting Periapical Lesions from Dental Radiographs, Journal of Dental Sciences, pp. 1583-1591, Jul. 2026
2026 A simulation-based study of 3D printing angle optimization by integrating deep learning and NSGA-III for prosthesis and retainer manufacturing, The Journal of Prosthetic Dentistry, Jul. 2026
2024 Predictive Analytics for Brick Production Using LSTM and Norton-Bass, 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data, Apr. 2024
2024 A Cloud Collaborative Healthcare Platform Based on Deep Learning in The Segmentation of Maxillary Sinus, Computer-Aided Design and Applications, pp. 847-858, Feb. 2024
2024 A Web-based Patient Management System in Teeth Segmentation Using Deep Learning, Computer-Aided Design and Applications, pp. 769-777, Feb. 2024
2023 Partial Fixed Dental Prosthesis for Additive Manufacturing: Automated Build Orientation Selection and Optimization Based on Deep Learning, 2023 IEEE 5th Eurasia Conference on IOT, Communication and Engineering (ECICE), pp. 677-682, Oct. 2023
2023 A Web-based Platform for Deep Learning-Based Detection of Tooth-Gingiva Trim Lines, 2023 IEEE 5th Eurasia Conference on IOT, Communication and Engineering (ECICE), pp. 318-322, Oct. 2023
2021 Guided endodontics: accuracy of access cavity preparation and discrimination of angular and linear deviation on canal accessing ability—an ex vivo study, BMC Oral Health, Nov. 2021
2016 Comparison of 3-D Printing and 5-axis Milling for the Production of Dental e-models from Intra-oral Scanning, Computer-Aided Design and Applications, pp. 32-38, Feb. 2016
2015 A novel dental implant guided surgery based on integration of surgical template and augmented reality, Clinical Implant Dentistry and Related Research, Jun. 2015
2013 Experience-based virtual training system for knee arthroscopic inspection, BioMedical Engineering Online, Jul. 2013
2012 The development of optical see-through display based on augmented reality for oral implant surgery simulation, Computer-Aided Design and Applications, Jun. 2012
2009 A New Approach to Accelerate NURBS Surface Rendering on GPU, Computer-Aided Design and Applications, pp. 529-538, Jun. 2009
2008 An Adaptive Region Growing Method to Segment Inferior Alveolar Nerve. Canal from 3D Medical Images for Dental Implant Surgery, Computer-Aided Design and Applications, pp. 743-752, Jun. 2008
Year Paper Title
2025 Sung Ying Ye, Yen Kun Lin, Shang Yu Wong, Po Chi Hu, Chieh Hua Chen, Plaque-level computation on six-zone dental surfaces via 3D intraoral scanning, 中華民國贋復牙科學會第十九屆第二次會員大會, Nov. 15-16, 2025, TWN臺灣
2025 Yen Kun Lin, Jun Yan Wu, Han Jen Hsu, Tzu Hsuan Chuang, GAN-Driven Orthognathic Surgery Outcome Prediction, The 84th Annual Meeting of the Japanese Orthodontic Society, Sep. 29-Oct. 01, 2025, JPN日本
2025 Yen Kun Lin, Shang Yu Wong, A Deep Learning Framework for Multi-Style Clear Aligner Cutting Line Generation, The 84th Annual Meeting of the Japanese Orthodontic Society., Sep. 29-Oct. 01, 2025, JPN日本
2025 Yuan-Ding Hu, Ali Hosseinzadeh, F. Frank Chen and Yen-Kun Lin, Enhancing Parking Efficiency and Environmental Sustainability Using Advanced Object Detection Algorithm, Third International Conference on Advances in Computing Research (ACR’25), Jul. 07-09, 2025, FRA法國
2025 Y. Wang, J. Chen, Y. Lin, J. Su, W. Yan, TRANSFORMER-BASED MODELS APPLIED IN PREDICTING DENTAL INLAY AND ONLAY DESIGNS, The 2025 IADR/PER General Session & Exhibition, Jun. 25-28, 2025, ESP西班牙
2024 Y. K. Lin, J. W. Su, J. H. Chen, Y. H. Wang, P. C. Hu, and C. H. Chen, Integraing Transformers with Probabilistic Diffusion for Enhanced Digital Inlay Restoration, 2024 The 72nd Annual Meeting of Japanese Association for Dental, Oral, and Craniofacial Research., Nov. 16-17, 2024, JPN日本
2024 Y. K. Lin, S. Y. Wang, P. C. Hu, C. H. Chen, and Y. H. Su, Calculating the levels of dental plaque in multiple zones of the teeth based on a 3D intraoral scanner, 2024 The 72nd Annual Meeting of Japanese Association for Dental, Oral, and Craniofacial Research., Nov. 16-17, 2024, JPN日本
2024 Y. K. Lin, C. H. Teng, H. J. Hsu, P. C. Hu, and C. H. Chen, Transformer-Based Deep Learning for Automatic Tooth Arrangement in Clear Aligner Therapy: A Predictable Constraint Approach, 2024 The 72nd Annual Meeting of Japanese Association for Dental, Oral, and Craniofacial Research., Nov. 16-17, 2024, JPN日本
2024 Predictive Analytics for Brick Production Using LSTM and Norton-Bass, 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data , Apr. 19-21, 2024, TWN中華民國(臺灣)
2023 Yen-Kun Lin, and Shang-Yu Wong, A Web-based Platform for Deep Learning-Based Detection of Tooth-Gingiva Trim Lines, 2023 IEEE 5th Eurasia Conference on IoT, Communication and Engineering, Oct. 27-29, 2023, TWN中華民國(臺灣)
2023 Yen-Kun Lin, Jen-Hao Chen, Yu-Tse Lee, and Yuan-Ding Hu, Partial Fixed Dental Prosthesis for Additive Manufacturing: Automated Build Orientation Selection and Optimization Based on Deep Learning, 2023 IEEE 5th Eurasia Conference on IoT, Communication and Engineering, Oct. 27-29, 2023, TWN中華民國(臺灣)
2014 H. T. Yau, C. Chiu, J. X. Huang and Y. K. Lin, Application of Clustering Strategy and Parallel Processing to the Large-Scale PCB Drilling Path Planning, International Conference on Advanced Manufacturing, Sep. 30, 2014, TWN中華民國(臺灣)
2013 Y. K. Lin, and H. T. Yau, Dental Implant Training System in Augmented Reality using Haptic Device, International Association for Dental Research, Mar. 20-23, 2013, USA美國
2012 姚宏宗、彭鈺翔、林峻廷、林彥昆, 運用平行處理開發具預視 功能之多軸工具機線上碰撞偵測, 中國機械工程學會第二十九屆全國學術研討會, Dec. 07-08, 2012, TWN中華民國(臺灣)
2011 姚宏宗、劉冠志、林彥昆, 軟組織形變切割技術結合力回饋裝 置應用於植牙手術模擬, 中國機械工程學會第二十八屆全國學術研討會, Dec. 10-11, 2011, TWN中華民國(臺灣)
2011 呂紹睿、姚宏宗、黃顯棠、林彥昆、林家吉, 開發經驗式虛擬教學系統於膝關節鏡檢查, 2011生物醫學工程科技研討會, Aug. 19-20, 2011, TWN中華民國(臺灣)
2010 姚宏宗、康正道、林彥昆、簡宏哲, 利用多重3D掃描資料建構數位牙齒模型之網格架構系統, 中國機械工程學會第二十七屆全國學術研討會, Dec. 10-11, 2010, TWN中華民國(臺灣)
2008 姚宏宗、葉建廷、鄒李森、林彥昆, 利用繪圖硬體加速曲面模型設計, 中國機械工程學會第二十五屆全國學術研討會, Nov. 21-22, 2008, TWN中華民國(臺灣)
2008 姚宏宗、楊士弘、鄒李森、林彥昆, 利用實體透視成像與自動分類醫學影像組織於3D植牙規劃之應用, 中國機械工程學會第二十五屆全國學術研討會, Nov. 21-22, 2008, TWN中華民國(臺灣)
2008 姚宏宗、田耿豪、林彥昆、鄒李森, 結合力回饋裝置之虛擬植牙系統, 中國機械工程學會第二十五屆全國學術研討會, Nov. 21-22, 2008, TWN中華民國(臺灣)
2007 姚宏宗、林彥昆、陳信全、鄒李森、李建佑, 利用繪圖處理器加速曲面刀具路徑之產生, 中國機械工程學會第二十四屆全國學術研討會, Nov. 23-24, 2007, TWN中華民國(臺灣)
Project Category Year Project Title Job Title Period
政府產學計畫 2026 115年度 【 產學合作計畫-基於智慧眼鏡之多模態牙科影像生成式理解與臨床決策輔助關鍵技術研發 】 主持人 2026.06 ~ 2027.05
企業產學計畫(含公營及私人企業) 2026 ACS-arLoupe頭戴式醫療放大眼鏡影像管理應用設計 主持人 2026.03 ~ 2026.11
其他單位產學計畫 2026 口腔健康照護探測建置與實測驗証 主持人 2026.03 ~ 2026.11
企業產學計畫(含公營及私人企業) 2026 ACS-LMS長照數位學習平台 主持人 2026.02 ~ 2026.06
企業產學計畫(含公營及私人企業) 2026 ACS-雲端遠距同步牙科模型操作平台開發及智慧植牙平台維護6 主持人 2026.01 ~ 2026.07
企業產學計畫(含公營及私人企業) 2025 ACS-複雜土地AI活化平台 主持人 2025.10 ~ 2025.12
政府學術研究計畫-科技部專題研究計畫 2025 114年度【開發具有智能視覺檢測的即時 AI 統計製程控制系統及其技術聯盟】 共同(協同)主持人 2025.08 ~ 2026.07
企業產學計畫(含公營及私人企業) 2025 ACS-互動式應答機器人 主持人 2025.07 ~ 2025.11
企業產學計畫(含公營及私人企業) 2025 ACS-雲端遠距同步牙科模型操作平台開發及智慧植牙平台維護4 主持人 2025.07 ~ 2025.12
企業產學計畫(含公營及私人企業) 2025 ACS-雲端遠距同步牙科模型操作平台開發及智慧植牙平台維護5 主持人 2025.01 ~ 2025.07
其他單位產學計畫 2025 口腔健康照護探測建置與實測驗証 主持人 2025.01 ~ 2025.12
其他單位產學計畫 2024 利用機器學習模型由牙科影像預測牙根尖病變診斷 主持人 2024.12 ~ 2025.12
政府學術研究計畫-科技部專題研究計畫 2024 113年度【基於半監督式之生成式神經網路應用於牙科贋復體】(新進人員研究計畫) 主持人 2024.08 ~ 2025.11
企業產學計畫(含公營及私人企業) 2024 ACS-雲端遠距同步牙科模型操作平台開發及智慧植牙平台維護4 主持人 2024.07 ~ 2025.01
企業產學計畫(含公營及私人企業) 2024 ACS-互動式牙科雲端平台開發 主持人 2024.06 ~ 2025.04
企業產學計畫(含公營及私人企業) 2024 ACS-雲端智慧植牙平台開發&官網維護3 主持人 2024.01 ~ 2024.07
其他單位產學計畫 2024 PI牙菌指數表整合給付服務 主持人 2024.01 ~ 2024.12
企業產學計畫(含公營及私人企業) 2023 ACS-互動式牙科雲端平台開發 主持人 2023.08 ~ 2023.11
政府學術研究計畫-科技部專題研究計畫 2023 基於深度學習與水平集技術應用於3D口腔模型重建與雲端協同醫療平台(新進人員研究計畫) 主持人 2023.08 ~ 2024.11
企業產學計畫(含公營及私人企業) 2023 ACS-雲端智慧植牙平台開發&官網維護2 主持人 2023.07 ~ 2024.01
政府產學計畫 2023 112年度 【 產學合作計畫-基於深度學習之磚瓦工業資訊系統開發 】 主持人 2023.06 ~ 2024.12
政府學術研究計畫-科技部專題研究計畫 2023 112年度【基於神經網路與生成對抗網路模型之智慧咬合不正醫療與製造協作平台】(新進人員研究計畫) 主持人 2023.02 ~ 2024.01
企業產學計畫(含公營及私人企業) 2023 ACS-雲端智慧植牙平台開發&官網維護 主持人 2023.01 ~ 2023.07
企業產學計畫(含公營及私人企業) 2022 ACS-官網&雲端數位植牙平台開發 主持人 2022.07 ~ 2023.01
Year Book Title
2013 林彥昆, Development of Dental Implant Simulation System Based on Integration of Surgical Template and Augmented Reality, 國立中正大學機械工程學系, Oct. 2013
Year Paper Title
2025 WONG,SHANG-YU, A Study on Automatic 3D Dental Point Cloud Segmentation Using Fast Point Feature Histograms and Transformer, 2025
2025 CHANG, WEI-PENG, Semi-Automated Craniomaxillofacial Segmentation in CBCT Using nnU-Net with ST++ Semi-Supervised Learning, 2025
2025 LIN, SYUAN-CHENG, A Hierarchical Deep Learning System for Periodontal Bone Loss Diagnosis and Quantification using 2D Panoramic and 3D CBCT Images, 2025
2024 Modeling Multi-Angle Dental Prostheses Based on Generative Adversarial Networks, 2024
2024 Development of an Intelligent Malocclusion Pre- and Postoperative Two-Dimensional Image Simulation System Based on Generative Adversarial Networks Models, 2024
2024 Axis- and Root-Guided Transformer Framework for 3D Tooth Arrangement, 2024
2024 3D Printing Angle Optimization Technology: Integrating Deep Learning and NSGA for Temporary Prosthesis and Retainer Manufacturing, 2024
2023 Traffic flow detection and violation analysis in Vietnam based on deep learning, 2023