Learning invariant and uniformly distributed feature space for multi-view generation?

• Main Authors: LU, Yuqin, CAO, Jiangzhong, HE, Shengfeng, GUO, Jiangtao, ZHOU, Qiliang, DAI, Qingyun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Multi-view generation; Generative adversarial networks; Contrastive learning; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/7870
• Institution: Singapore Management University

Multi-view generation from a given single view is a significant, yet challenging problem with broad applications in the field of virtual reality and robotics. Existing methods mainly utilize the basic GAN-based structure to help directly learn a mapping between two different views. Although they can...