جست‌وجوی استاد و پژوهشگر

Winston Hsuمشاهده پروفایل

استاد

• Machine Learning
• Computer Vision
• Large-scale Image and Video Search
• +۶ مورد دیگر

Professor Winston Hsu is a distinguished faculty member in the Department of Computer Science and Information Engineering at National Taiwan University, where he has served as a full professor since 2015. He is the co-director of the Communications and Multimedia Laboratory (CMLab) and founder of the MiRA (Multimedia indexing, Retrieval, and Analysis) research group. Additionally, he serves as the Founding Director for NVIDIA AI Lab at NTU, the first such lab in Asia. Professor Hsu received his Ph.D. in Electrical Engineering from Columbia University in 2007 under the supervision of Professor Shih-Fu Chang. Prior to his academic career, he was a founding engineer and research manager at CyberLink Corp., now a public image/video software company. National Taiwan University (2007-Present): Professor (2015-Present), Assistant/Associate Professor (2007-2015) MobileDrive (2021-2024): CTO and Vice President (Joint Venture between Foxconn and Stellantis) IBM TJ Watson Research Center (2016-2017): Visiting Scientist Microsoft Research Redmond (2014): Visiting Researcher Columbia University (2007): Ph.D. in Electrical Engineering Professor Hsu's research focuses on machine learning, computer vision, large-scale image and video search and recognition, and embedded AI. His work spans from fundamental research in visual recognition to practical applications in automotive systems, medical imaging, and e-commerce. He has pioneered work in disguised face recognition, low-resolution face hallucination, 3D model search, and virtual try-on systems. His current research emphasizes Embodied AI, integrating perception, action, and learning technologies for applications in automotive and robotics domains. His research group has produced numerous influential publications, particularly in top computer vision and multimedia conferences like CVPR, where they won first place in the Disguised Face Recognition competition in 2018. Their work spans diverse application areas including security, medical diagnostics, automotive systems, and e-commerce solutions, demonstrating strong translation from academic research to real-world impact. IBM Research Pat Goldberg Memorial Best Paper Award (2018) First Place, IARPA Disguised Faces in the Wild Competition (CVPR 2018) Best Brave New Idea Paper Award, ACM Multimedia 2017 NVIDIA AI LAB Award (First in Asia, 2016) First Place, MSR-Bing Image Retrieval Challenge (2013) World's Top 2% Scientists (2023) Professor Hsu actively mentors students and researchers, with his group consistently recruiting PhD students, postdocs, and research assistants. He has successfully bridged academia and industry through multiple collaborations, including his role as CTO at MobileDrive (a joint venture between Foxconn and Stellantis) from 2021-2024. His research has been supported by significant industry partnerships with Microsoft, IBM, and NVIDIA, as well as government grants from Taiwan's Ministry of Science and Technology. His laboratory, the Communications and Multimedia Laboratory (CMLab), maintains strong industry connections and focuses on cutting-edge research in visual AI. The lab has produced numerous award-winning projects and maintains active collaborations with global technology companies, particularly in the automotive and consumer electronics sectors.

Shang-Tse Chenمشاهده پروفایل

دانشیار

• Machine Learning
• Data Mining
• Cybersecurity
• +۵ مورد دیگر

Shang-Tse Chen is an Associate Professor at the Department of Computer Science and Information Engineering and Graduate Institute of Networking and Multimedia , National Taiwan University . He leads the NTU AI Security Lab , focusing on applied and theoretical machine learning with emphasis on cybersecurity, adversarial ML, and ML privacy/fairness. Education: PhD in Computer Science (Georgia Tech, 2019), BSc in CSIE (NTU, 2010) Awards: K. T. Li Young Researcher Award (2025), IBM PhD Fellowship (2018), KDD Best Student Paper Runner-Up (2016), NSF SaTC Grant (2017-2021) His research spans adversarial ML, certified defenses, model inversion attacks, and intersection with differential privacy/fairness. Recent work includes physical adversarial attacks on object detectors and practical defenses using JPEG compression. He teaches courses like Security and Privacy of Machine Learning and Introduction to Medical Informatics . Key publication trends show focus on adversarial robustness (ICML/NeurIPS/ICLR), cybersecurity applications (ACSAC), and ML fairness (ACL/EMNLP). Collaborations include industry partnerships with Intel Labs and Symantec. Scientific Awards: K. T. Li Young Researcher Award (2025) ACM TiiS Best Paper Honorable Mention (2020) IBM PhD Fellowship (2018) KDD Audience Appreciation Award Runner-Up (2018) Symantec Fellowship Runner-Up (2016) KDD Best Student Paper Runner-Up (2016) NSF Grant (2017) He advises 13 current students (PhD/MS/Undergrad) and has mentored alumni now at CMU/UC Berkeley. The lab actively recruits postdocs and students across levels.

Robert Hsuمشاهده پروفایل

استاد

• Parallel and Distributed Computing
• Cloud Computing
• Big Data Analytics
• +۴ مورد دیگر

Robert Hsu is Chair Professor and Dean of the College of Information and Electrical Engineering at Asia University, Taiwan, and holds concurrent appointments as Professor at National Chung Cheng University. He serves as President of the Taiwan Association of Cloud Computing and Research Consultant at China Medical University Hospital. His research spans parallel and distributed computing , cloud and edge systems , AI , and medical applications , with over 350 publications in top venues like IEEE TPDS, IEEE TSC, and ACM TOMM. Editor-in-Chief of International Journal of Grid and High Performance Computing Founding Editor-in-Chief of International Journal of Big Data Intelligence Advisory roles in 10+ journals including IEEE Transactions on Cloud Computing His research focuses on cloud-edge collaboration , AI for medical imaging , IoT security , and big data analytics . Key projects include federated learning frameworks for multi-institutional healthcare, optimization techniques for UAV-assisted MEC, and blockchain-based security solutions. His 15 most recent articles highlight advancements in malware detection, resource orchestration in edge environments, and lightweight AI models for retail and rural applications. Scientific accolades include: Stanford University's World's Top 2% Scientists (2020-2023) Best Paper Awards at IEEE ICEIB 2023 and SysCom 2021 Over 25 grants from Ministry of Science and Technology and Ministry of Education Leadership roles as IEEE TCCLD Chair and Steering Committee member He has supervised 30+ PhD/Master's students , including Shih-Chang Chen (2010), Tai-Lung Chen (2010), and Nithin Melala Eshwarappa (2020). His laboratory focuses on edge computing , cloud systems , and AI-driven solutions for healthcare and urban infrastructure.

RF Changمشاهده پروفایل

استاد

• Medical Image Processing
• Computer-Aided Diagnosis
• Image Processing
• +۳ مورد دیگر

RF Chang is a Professor in the Department of Information Engineering at National Taiwan University, affiliated with the Institute of Information Network and Multimedia. He leads the Medical Image Processing Laboratory and teaches courses including Deep Learning in Medical Imaging and Make Multimedia Production. His research expertise includes: Medical Image Processing Computer-Aided Diagnosis Image and Video Processing Multimedia Systems and Communications Professor Chang has secured research funding from Taiwan's Ministry of Science and Technology (MOST) for projects in medical imaging and multimedia systems. The Medical Image Processing Laboratory, under his direction, conducts research to advance diagnostic support through image analysis.

Chu-Song Chenمشاهده پروفایل

استاد

• Deep learning
• Computer vision
• Machine learning
• +۴ مورد دیگر

Chu-Song Chen is a Professor and Department Head at the National Taiwan University (NTU), specifically within the Department of Information Engineering under the College of Electrical Engineering and Computer Science. He leads the Artificial Intelligence Application and Integration (AI²) Laboratory and specializes in advanced computational fields such as deep learning, computer vision, and big data analysis. His research focuses on integrating artificial intelligence technologies into practical applications, emphasizing areas like image processing, medical imaging, and multimedia systems. While no specific educational credentials or scientific awards are listed in the provided text, his work has established significant expertise in AI-driven solutions for complex data challenges. As a full-time faculty member, he maintains active academic engagement through teaching, research leadership, and collaboration. His contact information is publicly available via his institutional email address ( chusong@csie.ntu.edu.tw ), and further details about his work can be explored on his personal website.

BY Chenمشاهده پروفایل

استاد

• Computer graphics
• Human-computer interaction
• Image processing
• +۱ مورد دیگر

BY Chen is a Professor at National Taiwan University's College of Management. Their research focuses on computer graphics, human-computer interaction, image processing, and multimedia systems, contributing to advancements in computer science and interactive technologies. Email: robin@ntu.edu.tw Office: 1112, Building 2, College of Management Chen's expertise bridges theoretical and applied research in visual computing and user-centered design. They maintain an active presence in academic communities through their personal website: graphics.csie.ntu.edu.tw .

Wen-Chin Chenمشاهده پروفایل

استاد

• Design and Analysis of Algorithms
• Multimedia Systems
• Quantum Algorithms
• +۷ مورد دیگر

Wen-Chin Chen is a Professor at National Taiwan University in the Department of Computer Science and Information Engineering. With a PhD in Computer Science from Brown University (1984), his expertise spans algorithms , multimedia systems , and quantum computing . Previously at GTE Laboratories (1984–1987), he has taught foundational courses such as Algorithms , Mathematical Analysis of Algorithms , and Quantum Algorithms . Education: BS in Mathematics, National Taiwan University (1976) PhD in Computer Science, Brown University (1984) His research integrates design and analysis of algorithms with applications in multimedia synchronization and quantum computing . Publications reflect deep engagement with data structures , combinatorics , and real-time system design , including work on audio-video synchronization models , heap-ordered trees , and genetic algorithm optimization . Recent projects involve quantum algorithms (e.g., Shor's, Grover's) and linear algebra for geometric and matrix operations, indicating ongoing contributions to theoretical computer science and applied mathematics .

MS Leeمشاهده پروفایل

دانشیار

• Multimedia image processing
• Digital image integration
• Image compression
• +۱ مورد دیگر

MS Lee serves as an Associate Professor in the Department of Information Engineering at National Taiwan University, with dual affiliation to the Institute of Information Network and Multimedia. Current responsibilities include leading research initiatives in image and signal processing technologies. Research interests focus on: Multimedia image processing algorithms Digital image integration techniques Advanced image compression methodologies Signal processing applications Dr. Lee directs the Imaging and Vision Laboratory, which develops innovative solutions in computer vision and multimedia systems. The lab maintains active development of image analysis frameworks with practical implementations in digital media processing. Office hours are held Thursdays 11:00-12:00 in room R520 with department extension 520.