梁詩婷 老師

作者 : 許琳翔 發佈日期 : 2026-01-27
1
學歷： 馬來亞大學 計算機科學與信息技術博士
專長： 影像處理、電腦視覺、人工智慧
辦公室： 立德樓 C1-710
電話： 037-381510
Email： stliong@nuu.edu.tw
網址： 連結
 教師經歷

教師經歷

      【教學】

  1. 國立聯合大學資訊管理學系 教授 (2026/2 – 至今)
  2. 逢甲大學電子工程學系 教授 (2024/8 – 2026/1)
  3. 逢甲大學電子工程學系 副教授 (2021/8 – 2024/7)
  4. 逢甲大學電子工程學系 助理教授 (2018/2 – 2021/7)

【行政服務】

  1. 逢甲大學資電學院器材中心 主任 (2024/8 – 2025/7)
  2. 逢甲大學資訊電機學院學士班 主任 (2022/8 – 2024/7)

專業證照

  1. 【BSI】ISO 14064-1、ISO 14064-2、ISO 14064-3、ISO 14067、14068-1
  2. 【台灣企業永續學院】#45 企業永續管理師證照
 開設課程
資訊管理導論、巨量資料技術與應用專題
 論文著作
 

期刊論文 (SCI)

  1. Liang, J. H., Gan, Y. S., Liong, S. T., Wang, S. Y., Sheng, Y. T., & Tan, L. K. (2026). ADAMNet: Improving imbalanced defect classification with anomaly-driven attention maps. Measurement.
  2. Fu, J. A., Hsu, C. L., Chen, T. Y., Wu, H. I., Cheng, T. Y., Lu, W. C., Chen, C. A. Liong, S. T., Li, K. C., Huang, W. C., Abu, P. A. R., & Chuang, L. C. (2026). Integrating image processing and deep learning framework for automatic supernumerary tooth detection on occlusal radiographs. Journal of Dental Sciences.
  3. Wang, S. Y., Sheng, Y. T., Lo, W. C., Liong, S. T., Gan, Y. S., & Liang, J. H. (2026). Computationally assisted design and fabrication of curved bamboo composite shell structures. Automation in Construction, 181, 106684.
  4. Lee, K. X. A., Chang, H. C., Chiu, Y. C., Ho, T. Y., Wu, M. H., Liong, S. T., ... & Gan, Y. S. (2025). Enhanced osteoporosis screening via multi-output deep learning: Segmentation and classification of metacarpal radiographs. European Journal of Radiology, 112507.
  5. Liong, S. T., Liong, G. B., & Gan, Y. S. (2025). Predictive Modeling to Mitigate Greenhouse Gas Emissions in Taiwan’s Diversified Energy Landscape. Environmental Modeling & Assessment, 1-17.
  6. Huang, Y. Y., Wang, H. K., Chi, T. K., Liu, C. S., Tsai, S. H., Liong, S. T., ... & Abu, P. A. R. (2025). Deep Learning for Cervical Spine Radiography: Automated Measurement of Intervertebral and Neural Foraminal Distances. Diagnostics, 15(17), 2162.
  7. Wu, Y. L., Liong, S. T., Liong, G. B., Liang, J. H., & Gan, Y. S. (2025). Enhanced geometric properties prediction for carrots in motion using a Multi-task YOLO-based Linked Network (YL-Net). Computers and Electronics in Agriculture, 237, 110583.
  8. Gan, Y. S., Liu, K. H., Wu, M. H., Liong, G. B., & Liong, S. T. (2025). An Improved End-to-End Micro-expression Recognition System for Real-world Videos via Dual-input CNN Architecture. Expert Systems with Applications, 128062.
  9. Tsai, J. W., Liong, S. T., & Gan, Y. S. (2025). Unlocking seamless gesture-based interfaces: Hand gesture recognition with 3DCNN and LSTM. International Journal on Artificial Intelligence Tools, 2550007.
  10. Gan, Y. S., Liu, K. H., Liong, G. B., & Liong, S. T. (2025). Micro-expression recognition in wild video environments: Latent feature-based ANN (LFANN) from 3D reconstructed faces. Neurocomputing, 129480.
  11. Zhou, L., Yau, W. C., Gan, Y. S., & Liong, S. T. (2025). E-WebGuard: Enhanced neural architectures for precision web attack detection. Computers & Security, 148, 104127.
  12. Wang, S. Y., Li, C. M., Liong, S. T., Sheng, Y. T., Huang, Y. C., Liong, G. B., & Gan, Y. S. (2024). AGV indoor localization: A high fidelity positioning and map building solution based on drawstring displacement sensors. Journal of Ambient Intelligence and Humanized Computing, 15(4), 2277-2293.
  13. Chen, T. C., Sheng, Y. T., Liong, S. T., Wang, S. Y., & Gan, Y. S. (2024). GNN-based reverse design for mechanical systems: Bridging trajectory and mechanical design. Expert Systems with Applications, 247, 123256.
  14. Liong, G. B., Liong, S. T., Chan, C. S., & See, J. (2024). SFAMNet: A scene flow attention-based micro-expression network. Neurocomputing, 566, 126998.
  15. Gan, Y. S., Liu, Y. Z., Tseng, B. C., Liong, G. B., & Liong, S. T. (2024). Lightweight deep learning algorithm for sorting medical waste embedded system. Journal of Internet Technology, 25(5), 683-700.
  16. Wang, S. Y., Liong, S. T., Gan, Y. S., & Sheng, Y. T. (2023). Cost-effective concrete fabrication for large irregularly shaped architectural structures. Automation in Construction, 156, 105119.
  17. Liong, S. T., Wu, Y. L., Liong, G. B., & Gan, Y. S. (2023). Moving towards agriculture 4.0: An AI-AOI carrot inspection system with accurate geometric properties. Journal of Food Engineering, 357, 111632.
  18. Sun, M. X., Chen, L. Y., Liu, K. H., Liong, S. T., & Wu, Q. Q. (2023). Feature elimination through data complexity for error-correcting output codes based micro-expression recognition. Signal Processing: Image Communication, 115, 116962.
  19. Liong, S. T., Kuo, F. W., Gan, Y. S., Sheng, Y. T., & Wang, S. Y. (2023). Predicting trajectory of crane-lifted load using LSTM network: A comparative study of simulated and real-world scenarios. Expert Systems with Applications, 228, 120215.
  20. Gan, Y. S., Liong, G. B., Liu, K. H., & Liong, S. T. (2023). Revealing concealed spontaneous facial micro-expression: Are we a step closer to unveil real-life behavioral expressions? Neurocomputing, 539, 126194.
  21. Gan, Y. S., Chen, W., Yau, W. C., Zou, Z., Liong, S. T., & Wang, S. Y. (2023). 3D SOC-Net: Deep 3D reconstruction network based on self-organizing clustering mapping. Expert Systems with Applications, 119209.
  22. Gan, Y. S., Lien, S. E., Chiang, Y. C., & Liong, S. T. (2023). LAENet for micro-expression recognition. The Visual Computer, 40(2), 585-599.
  23. Sheng, Y. T., Liong, S. T., Wang, S. Y., & Gan, Y. S. (2023). 3D printing on freeform surface: Real-time and accurate 3D dynamic dense surface reconstruction with HoloLens and displacement measurement sensors. Advances in Mechanical Engineering, 15(1), 16878132221148404.
  24. Liu, K. H., Ye, X. N., Xu, Y., Feng, K. J., Gao, J., Liong, S. T., & Chen, L. Y. (2023). A novel soft-coded error-correcting output codes algorithm. Pattern Recognition, 134, 109122.
  25. Lin, W. P., Ge, Q. C., Liong, S. T., Liu, J. T., Liu, K. H., & Wu, Q. Q. (2023). The design of error-correcting output codes based deep forest for the micro-expression recognition. Applied Intelligence, 53(3), 3488-3504.
  26. Wang, S. Y., Sung, F. F., Liong, S. T., Sheng, Y. T., & Gan, Y. S. (2022). What does it look like? An artificial neural network model to predict the physical dense 3D appearance of a large-scale object. Expert Systems with Applications, 208, 118106.
  27. Gan, Y. S., See, J., Khor, H. Q., Liu, K. H., & Liong, S. T. (2022). Needle in a haystack: Spotting and recognising micro-expressions “in the wild”. Neurocomputing, 503, 283-298.
  28. Gan, Y. S., Luo, S. H., Li, C. H., Chung, S. W., Liong, S. T., & Tan, L. K. (2022). An automated cucumber inspection system based on neural network. Journal of Food Process Engineering, 45(9), e14069.
  29. Gan, Y. S., Yau, W. C., Liong, S. T., & Chen, C. C. (2022). Automated classification system for tick-bite defect on leather. Mathematical Problems in Engineering, 2022(1), 5549879.
  30. Sun, M. X., Liong, S. T., Liu, K. H., & Wu, Q. Q. (2022). The heterogeneous ensemble of deep forest and deep neural networks for micro-expressions recognition. Applied Intelligence, 52(14), 16621-16639.
  31. Gan, Y. S., Liong, S. T., Wang, S. Y., & Cheng, C. T. (2022). An improved automatic defect identification system on natural leather via generative adversarial network. International Journal of Computer Integrated Manufacturing, 35(12), 1378-1394.
  32. Tang, W. P., Liong, S. T., Chen, C. C., Tsai, M. H., Hsieh, P. C., Tsai, Y. T., ... & Wang, K. C. (2021). Design of multi-receptive field fusion-based network for surface defect inspection on hot-rolled steel strip using lightweight dataset. Applied Sciences, 11(20), 9473.
  33. Gan, Y. S., Wang, S. Y., Huang, C. E., Hsieh, Y. C., Wang, H. Y., Lin, W. H., ... & Liong, S. T. (2021). How many bedrooms do you need? A real-estate recommender system from architectural floor plan images. Scientific Programming, 2021(1), 9914557.
  34. Gan, Y. S., Liong, S. T., Zheng, D., Xia, Y., Wu, S., Lin, M., & Huang, Y. C. (2021). Detection and localization of defects on natural leather surfaces. Journal of Ambient Intelligence and Humanized Computing, 1-15.
  35. Xu, J. J., Liong, S. T., Tan, L. K., & Gan, Y. S. (2021). Find the centroid: A vision‐based approach for optimal object grasping. Journal of Food Process Engineering, 44(9), e13782.
  36. Gan, Y. S., Wei, L., Han, Y., Zhang, C., Huang, Y. C., & Liong, S. T. (2021). A statistical approach in enhancing the volume prediction of ellipsoidal ham. Journal of Food Engineering, 290, 110186.
  37. Liu, K. H., Jin, Q. S., Xu, H. C., Gan, Y. S., & Liong, S. T. (2021). Micro-expression recognition using advanced genetic algorithm. Signal Processing: Image Communication, 93, 116153.
  38. Gan, Y. S., Chee, S. S., Huang, Y. C., Liong, S. T., & Yau, W. C. (2020). Automated leather defect inspection using statistical approach on image intensity. Journal of Ambient Intelligence and Humanized Computing, 12(10), 9269-9285.
  39. Ng, K. H., Gan, Y. S., Cheng, C. K., Liu, K. H., & Liong, S. T. (2020). Integration of machine learning-based prediction for enhanced model’s generalization: Application in photocatalytic polishing of palm oil mill effluent (POME). Environmental Pollution, 267, 115500.
  40. Huang, Y. C., Wang, S. Y., Liong, S. T., Huang, C. E., Hsieh, Y. C., Wang, H. Y., ... & Gan, Y. S. (2020). Who is the designer? Arc-100 database and benchmark on architecture classification. International Journal of Computational Intelligence Systems, 13(1), 1305-1314.
  41. Liong, S. T., Zheng, D., Huang, Y. C., & Gan, Y. S. (2020). Leather defect classification and segmentation using deep learning architecture. International Journal of Computer Integrated Manufacturing, 33(10-11), 1105-1117.
  42. Ye, X. N., Liu, K. H., & Liong, S. T. (2020). A ternary bitwise calculator based genetic algorithm for improving error correcting output codes. Information Sciences, 537, 485-510.
  43. Feng, K. J., Liong, S. T., & Liu, K. H. (2020). The design of variable-length coding matrix for improving error correcting output codes. Information Sciences, 534, 192-217.
  44. Liong, S. T., Huang, Y. C., Li, S., Huang, Z., Ma, J., & Gan, Y. S. (2020). Automatic traditional Chinese painting classification: A benchmarking analysis. Computational Intelligence, 36(3), 1183-1199.
  45. Liong, S. T., Gan, Y. S., Zheng, D., Li, S. M., Xu, H. X., Zhang, H. Z., ... & Liu, K. H. (2020). Evaluation of the spatio-temporal features and GAN for micro-expression recognition system. Journal of Signal Processing Systems, 92(7), 705-725.
  46. Liu, K. H., Ng, V. T. Y., Liong, S. T., & Hong, Q. (2019). Microarray data classification based on computational verb. IEEE Access, 7, 103310-103324.
  47. Liong, S. T., Gan, Y. S., & Huang, Y. C. (2019). Automatic surface area and volume prediction on ellipsoidal ham using deep learning. Journal of Food Process Engineering, 42(5), e13093.
  48. Gan, Y. S., Liong, S. T., Yau, W. C., Huang, Y. C., & Tan, L. K. (2019). OFF-ApexNet on micro-expression recognition system. Signal Processing: Image Communication, 74, 129-139.
  49. Liong, S. T., See, J., Wong, K., & Phan, R. C. W. (2019). Less is more: Micro-expression recognition from video using apex frame. Signal Processing: Image Communication, 62, 82-92.
  50. Liong, S. T., See, J., Phan, R. C. W., Wong, K., & Tan, S. W. (2019). Hybrid facial regions extraction for micro-expression recognition system. Journal of Signal Processing Systems, 90(4), 601-617.
  51. Liong, S. T., See, J., Phan, R. C. W., Oh, Y. H., Le Ngo, A. C., Wong, K., & Tan, S. W. (2016). Spontaneous subtle expression detection and recognition based on facial strain. Signal Processing: Image Communication, 47, 170-182.

會議論文

  1. Wu, H. I., Hsu, C. L., Huang, B. H., Chen, C. A., Li, K. C., Liong, S. T., Chen, S. L., Chen, T. Y., & Abu, P. A. R. (2025, July). Hardware-accelerated CLAHE for enhancing contrast in occlusal radiographs for supernumerary teeth detection. 2025 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-Taiwan)  (pp. 713-714). IEEE.
  2. Li, Z. H., Ou-Yang, L. W., Li, B. W., Chen, C. A., Chan, M. L., Liong, S. T., Chen, S. L., Chen, T. Y., & Abu, P. A. R. (2025, July). Innovative hardware approaches for automated image localization and numbering in dental panoramic radiography. 2025 IEEE International Conference on Consumer Electronics-Taiwan (ICCE-Taiwan) (pp. 711-712). IEEE.
  3. Chen, W. P., Wu, P. Y., Liong, S. T., & Gan, Y. S. (2024, December). Two-stream multi-scale feature fusion instance segmentation network for precise house detection in satellite imagery. 2024 IEEE International Conference on Big Data.
  4. Chen, T. Y., Wu, H. I., Li, Z. H., Fu, J. A., Chen, C. A., Li, K. C., Liong, S. T., Chi, T. K., & Chen, S. L. (2024, December). Innovative approach to supernumerary teeth identification: CNN-based intelligent medical auxiliary system for occlusal radiographs. 2024 IEEE 11th International Conference on Cyber Security and Cloud Computing (CSCloud) (pp. 13-18). IEEE.
  5. Chen, W. P., Wu, P. Y., Liong, S. T., & Gan, Y. S. (2024, December). Two-stream multi-scale feature fusion instance segmentation network for precise house detection in satellite imagery. 2024 IEEE International Conference on Big Data.
  6. Liong, S. T., Tseng, H. Y., Huang, B. S., Wu, Y. L., & Gan, Y. S. (2023, December). Precision agriculture: Effective plant monitoring and irrigation system using four axis mechanism. Chinese Society of Mechanical Engineers (CSME).
  7. Liong, G. B., Liong, S. T., See, J., & Chan, C. S. (2022, October). MTSN: A multi-temporal stream network for spotting facial macro-and micro-expression with hard and soft pseudo-labels. In Proceedings of the 2nd Workshop on Facial Micro-Expression: Advanced Techniques for Multi-Modal Facial Expression Analysis (pp. 3–10).
  8. Tang, W. P., Liong, S. T., Chen, C. C., Tsai, M. H., Hsieh, P. C., Tsai, Y. T., ... & Wang, K. C. (2021). Steel surface defect recognition based on multi-receptive field fusion-based network with light dataset. In 2021 International Automatic Control Conference.
  9. Liu, P. Y., Chen, C. C., Liong, S. T., Tsai, M. H., Hsieh, P. C., & Wang, K. C. (2021, August). Intelligent fault diagnosis based on multi-resolution and one-dimension convolutional neural networks. In 2021 International Conference on System Science and Engineering (ICSSE) (pp. 319–322). IEEE.
  10. Jin, Q. S., Xu, H. C., Liu, K. H., Liong, S. T., Gan, Y. S., & Su, S. W. (2020, May). GA-ApexNet: Genetic algorithm in apex frame network for micro-expression recognition system. Journal of Physics: Conference Series, 1544(1), Article 012149. IOP Publishing.
  11. Khor, H. Q., See, J., Liong, S. T., Phan, R. C., & Lin, W. (2019, September). Dual-stream shallow networks for facial micro-expression recognition. In 2019 IEEE International Conference on Image Processing (ICIP) (pp. 36–40). IEEE.
  12. Liong, S. T., Gan, Y. S., See, J., Khor, H. Q., & Huang, Y. C. (2019, May). A shallow triple stream three-dimensional CNN (STSTNet) for micro-expression recognition system. In 2019 14th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2019) (pp. 1–5). IEEE.
  13. Gan, Y. S., & Liong, S. T. (2018, June). Bi-directional vectors from apex in CNN for micro-expression recognition. In 2018 IEEE 3rd International Conference on Image, Vision and Computing (ICIVC) (pp. 168–172). IEEE.
  14. Liong, S. T., & Wong, K. (2017, December). Micro-expression recognition using apex frame with phase information. In 2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) (pp. 534–537). IEEE.
  15. Pang, L. L., Wong, K. S., & Liong, S. T. (2017, December). Data embedding in scalable coded video. In 2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) (pp. 1190–1194). IEEE.
  16. Liong, S. T., See, J., Wong, K., & Phan, R. C. W. (2016, November). Automatic micro-expression recognition from long video using a single spotted apex. In Asian Conference on Computer Vision (pp. 345–360). Springer, Cham.
  17. Liong, S. T., See, J., Wong, K., Le Ngo, A. C., Oh, Y. H., & Phan, R. (2015, November). Automatic apex frame spotting in micro-expression database. In 2015 3rd IAPR Asian Conference on Pattern Recognition (ACPR) (pp. 665–669). IEEE.
  18. Oh, Y. H., Le Ngo, A. C., See, J., Liong, S. T., Phan, R. C. W., & Ling, H. C. (2015, July). Monogenic Riesz wavelet representation for micro-expression recognition. In 2015 IEEE International Conference on Digital Signal Processing (DSP) (pp. 1237–1241). IEEE.
  19. Le Ngo, A. C., Liong, S. T., See, J., & Phan, R. C. W. (2015, July). Are subtle expressions too sparse to recognize? In 2015 IEEE International Conference on Digital Signal Processing (DSP) (pp. 1246–1250). IEEE.
  20. Liong, S. T., See, J., Phan, R. C. W., Ngo, A. C. L., Oh, Y. H., & Wong, K. (2014, November). Subtle expression recognition using optical strain weighted features. In Asian Conference on Computer Vision (pp. 644–657). Springer, Cham.
  21. Liong, S. T., Phan, R. C. W., See, J., Oh, Y. H., & Wong, K. (2014, December). Optical strain based recognition of subtle emotions. In 2014 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS) (pp. 180–184). IEEE.

專書

  1. 楊柏遠、陳志成、陳秋宏、梁詩婷、林峰正、王坤卿。“AI人工智慧素養與基本導論” 逢甲大學 (2023)

專利                                                                      

  1. Liong, S. T., Gan, Y. S., Wu, Y. L., & Chen, T. Y. "Material inspection system."  (2026). U.S. Patent Application No. 19/233,305.
  2. Liong, S. T., Gan, Y. S., Ho, Y. L., Tai, S. S., & Lin, W. H. "Detection and identification system." (2025). U.S. Patent Application No. 19/038,025.
  3. Gan, Y. S., Sheng, Y. T., Liong, S. T., Wang, S. Y., & Chen, T. C. "Method of mechanism generation based on trajectory." (2025). U.S. Patent Application No. 18/987,517.
  4. Liong, S. T., Gan, Y. S., Lin, W. H., & Li, C. M. "Leather defect detection system." (2025). U.S. Patent Application No. 19/097,422.
  5. Gan, Y. S., Fan, S. K., Tseng, C. Y., Liong, S. T., & Sheng, Y. T. "Intelligent Forcipomyia taiwana monitoring and management system." (2025). U.S. Patent No. 12,310,348. Washington, DC: U.S. Patent and Trademark Office.
  6. Gan, Y. S., Liong, S. T., Fan, S. K., Li, C. M., & Lin, Y. H. "Automated optical double-sided inspection apparatus." (2025). U.S. Patent No. 12,188,877. Washington, DC: U.S. Patent and Trademark Office.
 
 實驗室

計算分析與認知視覺實驗Computational Analytics & Cognitive Vision Lab (CACV Lab) https://sites.google.com/gm.nuu.edu.tw/cacv/

國科會計劃（主持人）

  • 2025~2026; NSTC 114-2637-E-035-008- 基於AIoT與空間感知技術之農田土壤濕度即時監測與智慧灌溉預測系統
  • 2025~2028; NSTC  114-2221-E-035-020-MY3 開發多模態大型語言模型的實時情緒辨識系統之整合面部微表情與身體微姿勢 
  • 2022~2025; NSTC 111-2221-E-035-059-MY3 開發基於面部微表情及身體微姿勢之實時情感辨識系統
  • 2020~2022; MOST 109-2221-E-035-065-MY2 開發基於面部微表情之抑鬱症監測整合系統
  • 2019~2020; MOST 108-2221-E-035-066- 基於面部表情和腦電波特徵自動辨識微表情之深度學習結構設計 
  • 2018~2019; MOST 107-2218-E-035-006  基於卷積神經網絡微表情識別

國科會計劃（共同主持人)

  • 2025~2026; NSTC 114-2221-E-035-006- 建築環境整合式自動化機器人之牆面檢測系統
  • 2024~2025; NSTC 113-2221-E-035 -024 - 新型機構設計：以轨迹集成機構的創新深度學習方法 
  • 2022~2023; MOST  111-2622-E-035-009- 運用機器學習及深度學習於TFT-LCD 組裝廠之自動化產線AOI 瑕疵檢測
  • 2022~2023; MOST  111-2221-E-035-070- VSAM-Net: 基於視覺化之自我引導類神經網路–以輕量化且不平衡之金屬表面瑕疵分類為例
  • 2021~2022; MOST 110-2221-E-035-052- 即時武藝姿態識別之無標記擴增實境互動式引導系統
  • 2019~2021; MOST 108-2218-E-009-054-MY2  開發建築領域之自適應機器人控制系統
  • 2020~2021; MOST 109-2218-E-035-002- 製鞋智動化機電系統暨網宇虛實整合開發計畫(3/3) 
  • 2019~2020; MOST 108-2218-E-035-007- 製鞋智動化機電系統暨網宇虛實整合開發計畫(2/3) 
  • 2018~2019; MOST 107-2218-E-035-016- 製鞋智動化機電系統暨網宇虛實整合開發計畫(1/3)
  • 2019~2021; MOST 108-2218-E-035-018-  基於深度捲積神經網絡之肺部疾病辨識，定位及應用程式開發

國科會計劃（大專生專題計畫）

  • 2025~2026; NSTC 114-2813-C-035-051-E 基於卷積神經網路與胸部X光遷移式學習的胸腔肺積水輔助判斷系統
  • 2023~2024; MOST 112-2813-C-035-018-E 智慧化無塵防護裝備檢測系統
  • 2022~2023; MOST 111-2813-C-035-029-E 基於深度學習之小黃瓜辨識與分級暨即時幾何屬性運算整合型機台系統
  • 2020~2021; MOST 109-2813-C-035-068-E  基於卷積神經網絡之智慧化人臉即時醫療處理系統

財團法人臺中市建築文化教育基金會（共同主持人)

  • 2022~2023; 自主移動機器人之定向手勢辨識導航系統

馬來西亞高等教育部 (FRGS)

  • 2022~2025;  Formulation of Novel Multimodal Transformer Networks for Efficient Emotional State Prediction in Video Conferencing Scenarios

優秀外國青年來臺蹲點計畫 (Taiwan Experience Education Program) TEEP

  • 2024;  Facial Micro-expression Recognition
  • 2023;  Development of Real-time Automated Facial Micro-expression Spotting and Recognition System

教育部大學社會責任實踐計畫（協同主持人)

  • 2025;  構建綠色諧能國際同盟共享智慧淨零典範

產學合作/ 顧問

  • 2025; 人工智慧應用於集水區流量與土砂探討
  • 2025; 人工智慧應用於斜向流基腳沖刷預測
  • 2022; 智動化送餐路徑規劃系統    
  • 2021; 技術諮詢顧問專案計畫(晶圓瑕疵檢測系統專案)
  • 2020~2021; 求職面試視頻之自動微表情檢測及辨識系統專案
  • 2019~2020; 鞋款樣品圖轉換物料清單辨識系統之可行性