Reinforcement learning-based interactive video search

• Main Authors: MA, Zhixin, WU, Jiaxin, HOU, Zhijian, NGO, Chong-wah
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Feature enhancement; Interactive video retrieval; Query understanding; Reinforcement learning; Artificial Intelligence and Robotics; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7503; https://ink.library.smu.edu.sg/context/sis_research/article/8506/viewcontent/reinforcement_learning.pdf
• Institution: Singapore Management University

Despite the rapid progress in text-to-video search due to the advancement of cross-modal representation learning, the existing techniques still fall short in helping users to rapidly identify the search targets. Particularly, in the situation that a system suggests a long list of similar candidates,...