演講日期 ：2025-03-04
演講時間 ：15:10-17:00
演講者 ：曾煜棋講座教授
服務單位 ：陽明交通大學資訊工程學系
演講題目 ： 探索多模態深度學習
演講地點 ：第三國際會議廳
值 日 生 ： 盧展庭、謝郡宸

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Date : 2025-03-04
Time : 15:10-17:00
Speaker : Prof. Yu-Chee Tseng
Affiliation : Department of Computer Science, National Yang Ming Chiao Tung University
Topic :  Exploring Multi-Modal Deep Learning
Place : 3rd International Conference Room

Abstract:

A multi-modal deep learning model can process and integrate information from multiple data modalities, such as text, images, audio, and video, to produce more comprehensive and robust outputs. It mimics how humans understand the world by processing diverse inputs simultaneously. Let A, B, and C be three modalities. Recent researches have made success in several directions: (1) conversion from modality A to modality B, (2) distillation of knowledge from modality A to modality B, (3) merging of model of A and model of B into a larger model C=AUB, (4) marriage of modality A and modality B to give birth to a new modality C, and (5) transforming the calculus on modality A to calculus on modality B. We will illustrate some examples, in hope of prompting new researches.

Speaker’s Bio:

Yu-Chee Tseng received his Ph.D. in Computer and Information Science from the Ohio State University in January of 1994. He served as Chairman (2005-2009) and as Dean (2011-2017) for College of Computer Science, National Yang Ming Chiao Tung University (NYCU), Taiwan. He is founding Dean of College of AI, NYCU. Currently, he is Director of Pervasive AI Research Labs, NYCU. Dr. Tseng has been awarded as NYCU Chair Professor (2011-present) and Y. Z. Hsu Scientific Chair Professor (2012-2013). He received Outstanding Research Award (National Science Council, 2001, 2003, and 2009), Academic Award (Ministry of Education), Elite I. T. Award (2004), and Distinguished Alumnus Award (Ohio State University, 2005), Y. Z. Hsu Scientific Paper Award (2009), TWAS Prize (2018), and National Chair Professorship (2020-2023). His research interests include mobile computing, wireless communication, and AI. Dr. Tseng is an IEEE Fellow. He served on the editorial boards of IEEE Trans. on Vehicular Technology, IEEE Trans. on Mobile Computing, IEEE Trans. on Parallel and Distributed Systems, and IEEE Internet of Things Journal. His citation h-index is 68.

Web link: https://sites.google.com/view/yctseng

Web link: https://scholar.nycu.edu.tw/en/persons/yu-chee-tseng

Speaker Bio:

Yu-Chee Tseng received his Ph.D. in Computer and Information Science from the Ohio State University in January of 1994. He served as Chairman (2005-2009) and as Dean (2011-2017), College of Computer Science, National Yang Ming Chiao Tung University (NYCU), Taiwan. He is founding Dean of College of AI, NYCU. Currently, he is Director of Pervasive AI Research Labs, NYCU.

Dr. Tseng has been awarded as NCTU Chair Professor (2011-present) and Y. Z. Hsu Scientific Chair Professor (2012-2013). He received Outstanding Research Award (National Science Council, 2001, 2003, and 2009), Academic Award (Ministry of Education), Best Paper Awards (ICPP 2003, iThings 2014, APNOMS 2015, and IoTaaS 2017), Elite I. T. Award (2004), and Distinguished Alumnus Award (Ohio State University, 2005), Y. Z. Hsu Scientific Paper Award (2009), TWAS Prize (2018), and National Chair Professorship (2020-2023). His research interests include mobile computing, wireless communication, IoT, and AI. Dr. Tseng is an IEEE Fellow. He served on the editorial boards of IEEE Trans. on Vehicular Technology, IEEE Trans. on Mobile Computing, IEEE Trans. on Parallel and Distributed Systems, and IEEE Internet of Things Journal. His citation h-index is 68.