Modularized zero-shot VQA with pre-trained models

• Main Authors: CAO, Rui, JIANG, Jing
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Computational linguistics; Zero-shot learning; Object detection; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/sis_research/8307; https://ink.library.smu.edu.sg/context/sis_research/article/9310/viewcontent/ACL_Findings_Camera_Ready.pdf
• Institution: Singapore Management University

Large-scale pre-trained models (PTMs) show great zero-shot capabilities. In this paper, we study how to leverage them for zero-shot visual question answering (VQA).Our approach is motivated by a few observations. First, VQA questions often require multiple steps of reasoning, which is still a capabi...