Resource-efficient learning for vision-capable neural models

• Main Author: Tiong, Anthony Meng Huat
• Other Authors: Li Boyang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Visual language models; Computer vision; Low-resource learning; Long-tailed classification; Visual question answering; Task relationship
• Online Access: https://hdl.handle.net/10356/174637
• Institution: Nanyang Technological University

The emblem of human intelligence is the ability to address a new task by applying relevant knowledge learned from previous tasks. Hence, human requires only a minimal number of examples from the new task in the adaptation process. In contrary, deep learning models still lag behind human in achievi...