NCKUEE Faculty Data
Chinese Version
Assistant Professor Chia-Chi Tsai
Address
EE Building 5F R92510
Email
TEL
+886-6-2757575 ext.62425
Lab Weblink
AI System Lab 人工智慧系統實驗室
(R92529, 92526/ext.62400-1727)
Background
Educations
2020
Ph.D., Institute of Electronics, National Chiao Tung University, HsinChu, Taiwan
2015
Ph.D., Department of Electronic Engineering, National Chiao Tung University, HsinChu, Taiwan
Experiences
2021~present
Assistant Professor, Department of Electrical Engineering, National Cheng Kung University, Tainan, Taiwan
2020~2021
Senior Engineer, MediaTek
2015~2020
Engineer, MediaTek
Specialities
  • AI Model Architectrue and Compression
  • AI Accelerator
  • AI-based Vision/Audio Application
  • Machine Learning
  • Embedded System
  • Computer Vision
  • Digital Signal Processing
  • SW/HW Co-design
Publication
Journal
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  1. C. -C. Tsai and J. -I. Guo, "IVS-Caffe--Hardware-Oriented Neural Network Model Development," in IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2021.3072145. (IF=11.6)
  2. C.-C. Tsai, C.-Y. Lin, and J.-I. Guo, "Dark channel prior based video dehazing algorithm with sky preservation and its embedded system realization for ADAS applications," Optics express, vol. 27, no. 9, pp. 11877-11901, 2019. (IF=3.6)
  3. J.-I. Guo, C.-C. Tsai, J.-L. Zeng, S.-W. Peng, and E.-C. Chang, "Hybrid Fixed Point/Binary Deep Neural Network Design Methodology for Low Power Object Detection," in IEEE Journal on Emerging and Selected Topics in Circuits and Systems. (IF =3.4)
Conference
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  1. C.-C. Tsai, C.-K. Tseng, H.-C. Tang, and J.-I. Guo, "Vehicle detection and classification based on deep neural network for intelligent transportation applications," in 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2018: IEEE, pp. 1605-1608.
  2. C.-C. Tsai, Y.-T. Lai, Y.-F. Li, and J.-I. Guo, "A vision radar system for car safety driving applications," in 2017 International Symposium on VLSI Design, Automation and Test (VLSI-DAT), 2017: IEEE, pp. 1-4.
  3. C.-C. Tsai et al., "The 2020 Embedded Deep Learning Object Detection Model Compression Competition for Traffic in Asian Countries," in 2020 IEEE International Conference on Multimedia & Expo (ICME), 2020.
  4. J.-I. Guo, C.-C. Tsai et al., "Summary Embedded Deep Learning Object Detection Model Competition," in 2019 IEEE 21st International Workshop on Multimedia Signal Processing (MMSP), 2019: IEEE, pp. 1-5.
  5. C.-K. Tseng, C.-C. Tsai, and J.-I. Guo, "Pvalite CLN: Lightweight Object Detection with Classfication and Localization Network," in the 2019 32nd IEEE International System-on-Chip Conference (SOCC), Singapore, 2019.
  6. F.-A. Chang, C.-C. Tsai, C.-K. Tseng, and J.-I. Guo, "Embedded multiple object detection based on deep learning technique for advanced driver assistance system," in 2017 IEEE 60th International Midwest Symposium on Circuits and Systems (MWSCAS), 2017: IEEE, pp. 172-175.
  7. Y.-T. Lai, C.-C. Tsai, and J.-I. Guo, "Lane Departure Warning System Combining with Curve Lane Detection for Lane Keeping Applications," in the 2017 VLSI Design/CAD Symposium (VLSI-CAD), 2017.
  8. S.-M. Chang, C.-C. Tsai, and J.-I. Guo, "A Blind Spot Detection Warning System based on Gabor Filtering and Optical Flow for E-mirror Applications," in 2018 IEEE International Symposium on Circuits and Systems (ISCAS), 2018: IEEE, pp. 1-5.
  9. G.-T. Lin, P. S. Santoso, C.-T. Lin, C.-C. Tsai, and J.-I. Guo, "One Stage Detection Network with an Auxiliary Classifier for Real-Time Road Marks Detection," in 2018 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2018: IEEE, pp. 1379-1382.
  10. T.-E. Wu, C.-C. Tsai, and J.-I. Guo, "LiDAR/camera sensor fusion technology for pedestrian detection," in 2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2017: IEEE, pp. 1675-1678.
  11. Y.-F. Li, C.-C. Tsai, Y.-T. Lai, and J.-I. Guo, "A multiple-lane vehicle tracking method for forward collision warning system applications," in 2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2017: IEEE, pp. 1061-1064.
Patent
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Others
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Projects
  1. Project Executor, AI環境聲音偵測技術開發, 奇景光電
  2. Project Executor, 前瞻顯示科技與跨領域應用教學聯盟計畫, 教育部
  3. Project Executor, 智慧製造之多站點全流程優化, 科技部, 友達光電
  4. Project Executor, 以視覺應用為主之超低耗電穿戴式裝置晶片系統與軟體研究, 科技部
  5. Project Executor, 影像式內視鏡即時除霧技術開發, 科技部
  6. Project Executor, 多重感測訊號融合之障礙物辨識技術與系統實現, 科技部
  7. Project Executor, Auto-STR,從感知到反應:自動駕駛車應用之各式物件即時認知與駕駛反應技術及系統研發計畫-總計畫暨子計畫一:Auto-STR 應用之視覺深度學習物件行為辨識技術與駕駛反應技術, 科技部
  8. Project Executor, 結合深度學習與多重感測訊號融合之障礙物辨識技術, 科技部
  9. Project Executor, 應用於ADAS/特殊用途無人載具之嵌入式AI深度學習技術, 科技部
  10. Project Executor, 科管局研發精進計畫: 應用於智慧車載影像之光場影像記錄裝置與影像處理技術開發計畫, 中強光電
  11. Project Executor, 自動緊急剎車應用之物件偵測技術, 聯發科技
  12. Project Executor, BSD技術開發, 和碩聯合科技
  13. Project Executor, 深度學習之車輛偵測與車型辨識, 鐵雲科技
  14. Project Executor, 科管局研發精進計畫-大視角暨高動態光場取像裝置於物件辨識與偵測技術, 中強光電
  15. Project Executor, Field try experiments on ADAS Technology for Rear view obstacle detection/BSD/LDWS/FCWS/PD applications, 聯發科技
  16. Project Executor, 道路標線偵測模組委託開發, 工研院
  17. Project Executor, 行人偵測技術, 光寶科技
  18. Project Executor, 深度學習道路標線偵測模組, 工研院
  19. Project Executor, Key technology development/evaluation for autonomous driving applications, 聯發科技
  20. Project Executor, 打造工業物聯網WISE-PaaS教材設計, 研華
  21. Project Executor, 車流型態深度學習解析技術, 資策會
  22. Project Executor, Embedded Sensor Fusion Technology and Data Collection for ADAS/Self-driving Applications, 聯發科技
  23. Project Executor,Embedded camera/radar sensor fusion for object detection/tracking in 5G enabled applications, 鴻海精密
  24. Project Executor,Heterogeneous 9-ch camera/77GHz radar/lidar (32-bin) data collection and sensor fusion algorithm derivation for ADAS/Self-driving applications, Qualcomm
  25. Project Executor,Embedded camera/radar sensor fusion for object detection/tracking in 5G enabled applications, 鴻海精密
Students
Current Academic Year Lab Members
博士班
郭原宏
王士逢
陳柏翰
鄭惠文
羅祥睿
張峻豪
碩士班
高自在
吳振瑋
洪翊珈
蔡旻佑
盧正謀
黃瀞儀
黃姵瑄
湯詠涵
吳昀鴻
蔡承達
柯秉鈞
羅宇宸
游景翔
金稟鈞
許丞翔
林泳陞
許峻祐
曾柏硯
吳柄葳
郭君瑋
張茹涵
林芷萱
楊宗軒
林趺菩
施宇庭
陳品潔
黃啟維
Graduates of all Previous Years
碩士班
111
王柏鈞   翁子浩   呂科進
112
陳閔祥   李政憲   林明賜
Honors
  1. 2020 - Silver Medal Award of the Macronix Golden Silicon Awards. Project name: "Hybrid CNN Accelerator System Design and Hybrid CNN Model Analyzing Tool"
  2. 2017 - Merit Award of the Macronix Golden Silicon Awards. Project name: "Stand By You- Driving Learning Assistance System Based on Deep Learning"