Holistically associated transductive zero-shot learning

• Main Authors: XU, Yangyang, XU, Xuemiao, HAN, Guoqiang, HE, Shengfeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Visualization; Semantics; Artificial neural networks; Predictive models; Training; Pairwise error probability; Loss measurement; Affinity matrix; class association; instance association; zero-shot learning (ZSL); Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/7862
• Institution: Singapore Management University

With the explosive growth of visual media categories, zero-shot learning (ZSL) aims to transfer the knowledge obtained from the seen classes to the unseen classes for recognizing novel instances. However, there is a domain gap between the seen and the unseen classes, and simply matching the unseen i...