Huang, Shize-交通学院

Department of Transportation Information and Control
Home / FACULTY & RESEARCH

Huang, Shize

Associate Professor,Transportation Information and Control department, College of Transportation
Phone: 13795485825
Email:hsz@tongji.edu.cn

Ph.D. in Engineering, Researcher, PhD Supervisor, and Director of a National First-Class Undergraduate Course. Recipient of the title of Excellent Communist Party Member at Tongji University, Famous Course and Excellent Teacher at Tongji University, Science Communication Expert of China Highway and Transportation Society, and Outstanding Individual in the National Science Popularization Day Highway Knowledge Popularization and Propaganda Activities. Currently serving as the Member of the Sixth Youth Expert Committee of China Highway and Transportation Society, Member of the Youth Expert Committee of the Railway Branch of China Civil Engineering Society, Secretary-General of the Youth Expert Committee of Shanghai Highway Society, Deputy Director of the Popular Science Working Committee of Shanghai Highway Society, Editorial Board Member of "Shanghai Highway", and Youth Editorial Board Member of "Electric Drive for Locomotives".

Long dedicated to teaching innovation and reform, I have proposed a blended teaching innovation design method featuring "problem-oriented, science-education integration, and ideological and political empowerment," for which I have won the Special Award at the Shanghai University Teaching Innovation Competition and the Second Prize at the Second Teaching Innovation Competition for Young Teachers of the Excellence League of Universities. I have guided students to win more than ten national awards, including the First Prize at the National College Student Transportation Science and Technology Contest. The courses I teach have received numerous honors, including the Second Batch of National First-Class Undergraduate Courses, Shanghai Leading Courses for Ideological and Political Education, and Shanghai Municipal Key Courses.

Engaged in research on reliable perception of transportation information for a long time, I have overcome the bottlenecks faced by AI algorithms in transportation scenarios, such as sample deficiency, limited computing power, and model instability, and proposed a series of innovative algorithms. I have published four monographs with Science Press, obtained 26 invention patents, and published 30SCI papers as the first or corresponding author in the past five years. I have won several scientific research awards, including the First Prize of the Science and Technology Progress Award of China Association of Metropolitan Rapid Transit, the Third Prize of China Railway Society, the Special Prize of the Science and Technology Progress Award of Shanghai Transportation Engineering Society, and the Second Prize of the Science and Technology Progress Award of China Intelligent Transportation Association.

Research Areas

(1) Deep learning/multi-modal large model-based visual processing and its application in traffic information perception

(2) Intrinsic safety of deep learning algorithms: Generation and defense methods of adversarial samples and their applications in the transportation field

(3) Research on the construction method of vertical large models in transportation and the method for high-fidelity automatic generation of traffic incident images

Courses Taught

(1) Undergraduate professional foundation course: "Electronics Technology" Hybrid Online Boutique Open Course (MOOC) (National First-Class Undergraduate Course, Shanghai Municipal Key Course for Universities, Shanghai Leading Course for Ideological and Political Education)→Fundamentals of Electronics Technology - Tongji University - Chinese MOOCs (Massive Open Online Courses)

(2) Undergraduate laboratory course: "Electronics Technology Laboratory"

(3) Undergraduate professional foundation course: "Fundamentals of Electronics and Information Engineering"

(4) Graduate course: "Internet of Things and Information Security" (Tongji University Ideological and Political Education Demonstration Course)

Honors & Awards

Teaching Honors:

2024, Tongji University Advanced Award for Teaching and Educating Students - Innovation and Practice Award

2023, Third National University Teachers' Teaching Innovation Competition - Third Prize

2023, Third Shanghai University Teachers' Teaching Innovation Competition - Special Award in the Emerging Engineering Category

2023, National First-Class Undergraduate Course, "Fundamentals of Electronics" (Course Leader)

2023, Zhihuitree Boutique Course, "Fundamentals of Electronics" (Course Leader)

2022, Shanghai Higher Education Excellent Teaching Achievement Award - Second Prize, "Exploration and Innovation of the Ideological and Political Education Mechanism for 'Companions' on the Chinese Path" (Writer)

2022, Tongji University Ideological and Political Education Demonstration Course, "Internet of Things and Information Security" (Course Leader)

2021, Tongji University Teaching Achievement Award - Special Prize, "Comprehensive Ideological and Political Education Mechanism for 'Companions' with Full Coverage, Collaboration, and Integration" (Writer)

2021, Tongji University Teaching Achievement Award - Second Prize, "Three-Stage Ideological and Political Education Construction Method: Pre-class Inspiration, In-class Exploration and Integration, and Post-class Discussion and Reflection" (Ranked First)

2021, First Prize in the First Tongji University Teachers' Teaching Innovation Competition

2021, Excellence Award in the Undergraduate Track of the First "Zhihuitree Cup" Ideological and Political Education Demonstration Case Teaching Competition

2021, Zhihuitree First-Class Course in Elite Universities, "Fundamentals of Electronics" (Course Leader)

2020, Shanghai Municipal Key Online Course for Universities, "Fundamentals of Electronics" (Course Leader)

2020, Zhihuitree TOP 100 Courses for Double First-Class Universities, "Fundamentals of Electronics" (Course Leader)

2019, Tongji University Teaching Achievement Award - First Prize, "Research and Practice on Effective Paths to Enhance the Ideological and Political Education Competence of Professional Teachers" (Ranked Third)

2019, Tongji University Teaching Achievement Award - Third Prize, "Innovation and Practice of Offline Teaching Organization in Blended Courses" (Ranked First)

2019, Shanghai University Leading Course in the Overall Reform of Ideological and Political Education, "Fundamentals of Electronics" (Course Leader)

2019, Tongji University Famous Courses and Excellent Teachers

2019, Tongji University Excellent Teacher Award for Educating Talents

2018, Second Prize in the Second Teaching Innovation Competition for Young Teachers in the Excellent University Alliance, "Innovative Design of Inquiry-Based Learning Oriented by Problems"

2018, Second Prize in Tongji University Young Teachers' Lecture Competition

2018, Tongji University Annual China Road and Bridge Award

2018, Tongji University Excellent Class Advisor

Research Awards:

Third Prize of China Railway Society Science and Technology Award (2023)

Second Prize of China Intelligent Transportation Society Science and Technology Progress Award (2021)

Special Prize of Shanghai Transportation Engineering Society Science and Technology Progress Award (2020)

First Prize of China Urban Rail Transit Association Science and Technology Progress Award (2019)

Publications

Partially Published SCI Papers in the Past Five Years：

(1) Huang, S., Tan, Q., Zhang, Z., Fan, Q., Zhang, Y., & Li, X. (2024). Trusted Perception Method for Traffic Signs That Are Physically Attacked. Transportation Research Record, 0(0). https://doi.org/10.1177/03611981241242371

(2)Huang S, Fan Q, Zhang Z, Liu X, Song G, Qin J. Segment Shards: Cross-Prompt Adversarial Attacks against the Segment Anything Model. Applied Sciences. 2024; 14(8):3312. https://doi.org/10.3390/app14083312

(3)Zhaoxin Zhang, Shize Huang, Xiaowen Liu, Qianhui Fan, Decun Dong. Adversarial attack on human pose estimation network. Journal of Electronic Imaging, 2024. DOI: https://doi.org/10.1117/1.JEI.33.1.013052

(4) Bingjie Zhang, Shize Huang*, Lei Zhang, Xiaowen Liu, Guanqun Song, Jinzhe Qin, Man Li. Method of Railway Shunting Operation Sheet Information Extraction Guided by Table Header. IET Intelligent Transport Systems, 2022. DOI:https://doi.org/10.1049/itr2.12213

(5) Shize Huang, Guanqun Song, Wei Chen*, Jinzhe Qin, Xiaowen Liu, Bingjie Zhang, Zhaoxin Zhang. Time Series-Based Detection on Tailgating Fare Evasions Using Human Pose Estimation. Journal of Transportation Engineering, 2022.DOI:https://doi.org/10.1061/JTEPBS.0000676

(6) Zhaoxin Zhang, Shize Huang*, Xiaowen Liu, Bingjie Zhang, Decun Dong. Adversarial Attacks on YOLACT Instance Segmentation. Computers & Security, 2022.DOI:https://doi.org/10.1016/j.cose.2022.102682

(7) Shize Huang, Xiaowen Liu, Wei Chen*, Guanqun Song, Zhaoxin Zhang, Lingyu Yang, Bingjie Zhang. A Detection Method of Individual Fare Evasion Behaviours on Metros Based on Skeleton Sequence and Time Series. Information Sciences, 2022. DOI:https://doi.org/10.1016/j.ins.2021.12.088

(8) Shize Huang*, Bingjie Zhang, Lei Zhang, Xingying Li, Xiaolei Xu, Jingmin Lin. Rail Defect Recognition Based on Waveform Subtraction and Rule Base. Journal of Performance of Constructed Facilities, 2021. DOI:https://doi.org/10.1061/(ASCE)CF.1943-5509.0001684

(9) Shize Huang, Lingyu Yang, Xiaolu Yang*, Xinghua Li, Fei Gao. A Decentralized ETC Architecture Based on Blockchain Technology. Journal of Advanced Transportation, 2021. DOI:https://doi.org/10.1155/2021/8848697

(10) Shize Huang, Xiaowen Liu, Xiaolu Yang*, Zhaoxin Zhang. An Improved ShapeShifter Method of Generating Adversarial Examples for Physical Attacks on Stop Signs Against Faster R-CNNs. Computers & Security, 2020. DOI:https://doi.org/10.1016/j.cose.2020.102120

(11) Shize Huang, Lingyu Yang*, Wei Chen, Ting Tao. A Specific Perspective: Subway Driver Behaviour Recognition Using CNN and Time-Series Diagram. IET Intelligent Transport Systems, 2021. DOI:https://doi.org/10.1049/itr2.12032

(12) Ting Tao, Decun Dong, Shize Huang*, Wei Chen, Lingyu Yang. Object Detection-Based License Plate Localization and Recognition in Complex Environments. Transportation Research Record, 2020. DOI:https://doi.org/10.1177/0361198120954202

(13) Shize Huang, Wei Chen, Bo Sun*, Ting Tao, Lingyu Yang. Arc Detection and Recognition in Pantograph-Catenary System based on Multi-information Fusion. Transportation Research Record, 2020. DOI:https://doi.org/10.1177/0361198120937964

(14) Shize Huang, Xiaowen Liu, Xiaolu Yang* , Zhaoxin Zhang, Lingyu Yang. Two Improved Methods of Generating Adversarial Examples Against Faster R-CNNs for Tram Environment Perception Systems. Complexity, 2020. DOI:https://doi.org/10.1155/2020/6814263

(15) Shize Huang*, Lingyu Yang, Wei Chen, Fan Zhang. Turnout Fault Diagnosis Based on CNN with Self-Generated Samples. Journal of Transportation Engineering, 2020. DOI:https://doi.org/10.1061/JTEPBS.0000432

(16) Ting Tao, Decun Dong, Shize Huang*, Wei Chen. Gap Detection of Switch Machine in Complex Environment Based on Object Detection and Image Processing. Journal of Transportation Engineering, 2020. DOI:https://doi.org/0.1061/JTEPBS.0000406

(17) Shize Huang, Yachan Zhai*, Miaomiao Zhang, Xiaoxue Hou. Arc Detection and Recognition in Pantograph-Catenary System based on Convolutional Neural Network. Information Sciences, 2019. DOI:https://doi.org/10.1016/j.ins.2019.06.006

(18) Shize Huang, Fan Zhang, Yue Liu*, Qiyi Guo. A Dynamic Simulation of the Circuit Breaking Electromagnetic System with a Drive Circuit. Advances in Mechanical Engineering, 2019. DOI:https://doi.org/10.1177/1687814019828564

(19) Shize Huang, Xiaolu Yang, Ling Wang*, Wei Chen, Fan Zhang, Decun Dong. Two-Stage Turnout Fault Diagnosis Based on Similarity Function and Fuzzy C-Means. Advances in Mechanical Engineering, 2018. DOI:https://doi.org/10.1177/1687814018811402

(20) Shize Huang, Wei Chen, Rongjie Yu*, Xiaolu Yang, Decun Dong. Predicting Pedestrian Counts for Crossing Scenario Based on Fused Infrared-Visual Videos. Journal of Advanced Transportation, 2018. DOI:https://doi.org/10.1155/2018/8703576

(21) Shize Huang*, Fan Zhang, Qiyi Guo, Decun Dong. Synchronous Control System Based on Wireless Data Transmission for 50,000-t Heavy Haul Trains. Advances in Mechanical Engineering, 2018. DOI:https://doi.org/10.1177/1687814018784827

(22) Shize Huang*, Liangliang Yu, Fan Zhang, Wei Zhu, Qiyi Guo. Cluster Analysis Based Arc Detection in Pantograph-Catenary System. Journal of Advanced Transportation, 2018. DOI:https://doi.org/10.1155/2018/1329265

(23) Wenjing Lu, Shize Huang, Ling Miao, Mingxian Liu, Dazhang Zhu, Liangchun Li, Hui Duan, Zijie Xu, Lihua Gan*. Synthesis of MnO2/N-Doped Ultramicroporous Carbon Nanospheres for High-Performance Supercapacitor Electrodes. CHINESE CHEMICAL LETTERS, 2017. DOI:https://doi.org/10.1016/j.cclet.2017.04.007

(24) Shize Huang, Fan Zhang, Rongjie Yu*, Wei Chen, Fei Hu, Decun Dong. Turnout Fault Diagnosis Through Dynamic Time Warping and Signal Normalization. Journal of Advanced Transportation, 2017. DOI:https://doi.org/10.1155/2017/3192967

Representative Works in the Past Five Years:

(1) "Simulation Technology for Low-Voltage Electrical Virtual Prototypes", First Author, Science Press, ISBN 978-7-03-052894-0, Published in July 2017

(2) "Fieldbus and Industrial Ethernet Applications", Second Author, Science Press, ISBN 978-7-03-047539-8, Published in January 2016

(3) "Reliability Engineering and Fault Diagnosis Technology", Key Author, Science Press, ISBN 978-7-03-050311-4, Published in January 2016

(4) "Blockchain+: How It Changes Our World and Life", Key Author, China Science and Technology Press, ISBN 978-7-50-468649-7, Published in June 2020

(5) "Intelligent Diagnosis of Turnout Faults", First Author, Science Press, ISBN 978-7-03-071857-0, Published in May 2022

请升级浏览器版本

Chrome

Firefox

Opera

Edge

FACULTY & RESEARCH

Department of Transportation Information and Control Home / FACULTY & RESEARCH

Huang, Shize

Department of Transportation Information and Control
Home / FACULTY & RESEARCH