Data efficient deep multimodal learning

• Main Author: Shen, Meng
• Other Authors: Deepu Rajan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Multimodal leaning; Data efficiency
• Online Access: https://hdl.handle.net/10356/182346
• Institution: Nanyang Technological University

Multimodal learning, which enables neural networks to process and integrate information from various sensory modalities such as vision, language, and sound, has become increasingly important in applications ranging from affective computing and healthcare to advanced multimodal chatbots. Despite its...