Nothing great was ever achieved without enthusiasm.
林政宏 (Cheng-Hung Lin)
國立台灣師範大學電機工程學系教授
Professor of Dept. of Electrical Engineering, National Taiwan Normal University
E-mail: brucelin@ntnu.edu.tw
Tel: 02-77493144
Education:
清華大學資訊工程博士
Ph.D., Dept. of Computer Science, National Tsing-Hua University
Experience:
研究發展處副研發長 Associate Vice President of Office of Research and Development (2022.8.1~now)
創新育成中心主任 Executive Director of Innovation & Incubation Center (2022.8.1~now)
產業聯絡中心主任 Executive Director of Industry Liaison Center (2022.8.1~now)
AI 跨域應用研究所副所長Deputy Director, Graduate Institute of AI Interdisciplinary Applied Technology(2023.8.1~now)
電機工程學系主任 Chair, Dept. of Electrical Engineering (2019.8~2022.7)
進修推廣學院資訊組組長 (2014.8~2018.7)
Research Interests:
Deep Learning:
Fine-grined visual classification
Fine-grained Visual Classification with High-temperature Refinement and Background Suppression, Rank #1 in CUB-200-2011 and NABirds (https://paperswithcode.com/sota/fine-grained-image-classification-on-cub-200)(https://github.com/chou141253/FGVC-HERBS)
A Novel Plug-in Module for Fine-grained Visual Classification (https://github.com/chou141253/FGVC-PIM),
Rank #3 in CUB-200-2011 and NABirds (https://paperswithcode.com/paper/a-novel-plug-in-module-for-fine-grained)
SportsMOT: A Large Multi-Object Tracking Dataset in Multiple Sports Scenes, Rank #1
(https://codalab.lisn.upsaclay.fr/competitions/12424#results).Out-of-distribution detection
An Efficient Data Augmentation Network for Out-of-Distribution Image Detection (https://github.com/majic0626/Data-Augmentation-Network)
Action Recognition
Fine-grined action recognition
License Plate Recognition
Internet of Thing: Buddy project [Link]
Parallel computation and GPU programming
PFAC library --- a powerful GPU-based exact string pattern matching library (https://github.com/pfac-lib/pfac)
Perfect Hashing based PFAC (https://github.com/brucelinco/Perfect-hashing-based-PFAC-on-GPUs)
PFAC on CPU (https://github.com/brucelinco/Parallel-Failureless-AC-on-CPU)
Awards:
2024 AI CUP 教育部全國大專院校人工智慧競賽【AI驅動出行未來:跨相機多目標車輛追蹤競賽模型組】優等 ,賴彥廷、蔡侑霖、李易修、馮柏勳
2023 AI CUP 教育部全國大專院校人工智慧競賽春季賽-教電腦看羽球競賽金牌與最佳論文獎,周柏永、謝博政、羅郁鈞
113年度本校「教學優良獎」(Excellence in Teaching Award of National Taiwan Normal University Instructors’ Teaching Awards 2024)
112 學年度科技與工程學院教學優良教師(Teaching Award in College of Technology and Engineering, NTNU, 2024)
111年度學術論文暨專書獎助
2021 XILINX PYNQ AI/IOT HACKATHON 第二名,學生林翊丞、羅文頡、李品賢(An Efficient Approach for Traffic Flow Detection and Tracking)
2021 XILINX PYNQ AI/IOT HACKATHON 第三名,學生張曜璿、林子涵(實現於PYNQ Z2 開發板之車牌辨識系統)
109年度學術論文暨專書獎助
108年度學術論文暨專書獎助
108年產學合作暨研發成果推廣績優獎
107年度學術論文暨專書獎助
105 學年度科技與工程學院教學優良教師(Teaching Award in College of Technology and Engineering, NTNU, 2017)
Best paper runner up award in ICPAI 2020 ,學生周柏永、林承憲、蔡旻諺 (SlowFast-GCN: A Novel Skeleton-Based Action Recognition Framework )
Best Conference Paper Award in IEEE ICASI 2018, 學生:謝政宏 (題目:A Novel Hierarchical Parallelism for Accelerating NIDS Using GPUs )
First Prize Paper Award in IEEE ICASI 2017, 學生:劉暐辰 (題目:A Hierarchical License Plate Recognition System Using Supervised K-means and Support Vector Machine)
Best Paper Finalist in IEEE SCAC 2014, 學生:Guan-Hong Wang, and Chun-Cheng Huang (題目: "Hierarchical Parallelism of Bit-Parallel Algorithm for Approximate String Matching on GPUs)
Licence plate recognition (day time, 100% accuracy)
Licence plate recognition (night time, 100% accuracy)
Licence plate recognition (rainy time, 100% accuracy)
Licence plate recognition (evening time, 100% accuracy)
Meter reader using deep learning
Automatic electrical dial meter reading
Licence plate recognition (rainy time, 100% accuracy)
Licence plate recognition (night time, 100% accuracy)
Basketball action recognition
Action recognition
Face recognition using deep learning
Hand gesture recognition using deep learning
Traffic flow analysis(Left is Yolo, right is our approach) on Xilinx PYNQ-Z2 board.
Traffic flow analysis(including road line detection) on Xilinx PYNQ-Z2 board.
Traffic flow analysis on Xilinx PYNQ-Z2 board.
Traffic flow analysis on Xilinx PYNQ-Z2 board.
Birds' sound recognition
Basketball training system
Abnormal vehicle detection
Abnormal vehicle detection
basketball foul detection
The peak score can indicate the time of the foul.
basketball foul detection
The peak score can indicate the time of the foul.
basketball foul detection
Low score means no foul.
basketball foul detection
The peak score can indicate the time of the foul.
Basketball self-training system
基於遠距光學技術之台灣特有種鳥類聲音辨識系統
人流分析
人流分析
People flow analysis
Social distance analysis
mask detection
fall detection
AI for basketball
AI for basketball
AI for basketball
Object tracking for basketball games
Object tracking on the basketball court
multi target multi camera tracking
Soccer ball tracking
Soccer ball tracking
Object tracking