Phase I Project
計畫說明
計畫說明
There are 31 research project teams in the AINTU and the research topics cover 12 areas ranging from AI core technologies to applications in medical and healthcare, including chip and hardware design, data mining and big data analytics, machine learning and deep learning, natural language processing, perception and emotion, crowd, security and privacy, communication and AIoT, precision medicine, mental healthcare, medical imaging, decision support, and policy social policy.
AIT
There are 21 projects, with project teams coming from National Taiwan University, National Tsing Hua University, National Chiao Tung University, National Cheng Kung University, Yuan Ze University, National Taiwan Normal University and Academia Sinica. Project topics include machine learning and deep learning, natural language processing, perception and emotion, data mining and big data analytics and policy society and law. The main disciplines of the program’s investigators are computer science and information engineering, electrical engineering, telecommunications, electronics and communication.
MACH
There are currently 12 projects, with teams from National Taiwan University, Taipei Medical University, National Chiao Tung University and Taipei Veterans General Hospital. Project topics include medical imaging, mental healthcare, precision medicine, decision support and policy society and law. The disciplines of the program’s investigators are mainly in the medical, information science, mathematics, biology, optoelectronics and law fields.
DeepTutor: From Question and Answering to Tutoring by Leveraging Large-Scale Multimedia Streams
National Taiwan University Prof. Winston H. Hsu
AI Support for Social and Mental Activities of People: Lifelog Mining and Its Applications
National Taiwan University Prof. Hsin-Hsi Chen
AI/Data Science-Based Intelligent Cybersecurity Analysis, Defense, and Forensic Techniques
National Taiwan University Prof. Tsung-Nan Lin
Collaborative Artificial Neural Network Computing Platform Using In-Memory-Processing Technique
National Chiao Tung University Prof. Tian-Sheuan Chang
Content Generation Techniques and Platform for Native Advertisement Based on AI and Deep Learning
National Tsing Hua University Prof. Shan-Hung Wu
Deep Domain Adaptation: Cross-Modality Visual Perception, Synthesis, and Beyond
National Taiwan University Prof. Yu-Chiang Frank Wang
Deep Learning for Multimedia Information Processing and Applications
Academia Sinica Distinguished Research Fellow Prof. Hong-Yuan Liao(Mark)
Deep Learning Theories and Applications
National Chiao Tung University Prof. Jen-Tzung Chien
Merging Heterogeneous Deep Models and Learning Retrieval Features
Academia Sinica Research Fellow Chu-Song Chen
Edge AI GPU Processor Based on OpenCL/TensorFlow APIs
National Cheng Kung University Prof. Chung-Ho Chen
Training a Deep Learning-based Agent/Robot at Scale
National Tsing Hua University Prof. Min Sun
Crowd AI – Distributed Learning, Aggregation, and Privacy
National Tsing Hua University Prof. Yao-Win Peter Hong
Crowd AI – Users Representation Learning, Affect Computing, and Behavior Shaping
National Tsing Hua University Prof. Chi-Chun Lee (Jeremy)
Crowd AI– Cooperative Positioning, Geographical Knowledge and Edge Profile Learning, and Cognitive Interaction
Yuan Ze University Prof. Shih-Hau Fang
Crowd AI – Crowdsourced Machine Learning from Cyber-Physical Crowds
National Taiwan University Prof. I-Hsiang Wang
Large-Scale Stochastic Optimization for AI: Theory, Algorithms, and Software
National Chiao Tung University Prof. Rung-Hung Gau
Privacy Preservation Machine Learning
National Taiwan University Prof. Pei-Yuan Wu
The Construction of A Concept-based Chinese Knowledge Base with Semantic Composition Capability
Academia Sinica Assistant Research Fellow Wei-Yun Ma
Deep Learning Networks for Applications with Limited Training Data
National Tsing Hua University Prof. Chia-Wen Lin
Advanced Technologies for Resource-constrained Deep Learning
National Taiwan University Prof. Shou-De Lin
Capabilities & Shortcomings of AI: Context, Value, and Effect of Humanities and Society
National Taiwan Normal University Prof. Wei-Ching Wang