Few-shot vision recognition and generation for the open-world

• Main Author: Song, Nan
• Other Authors: Lin Guosheng
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Few-shot learning
• Online Access: https://hdl.handle.net/10356/181293
• Institution: Nanyang Technological University

Deep Neural Networks (DNNs) have achieved remarkable success across various computer vision tasks, but their reliance on extensive labeled datasets limits their applicability in data-scarce scenarios. Few-shot learning offers a promising solution by enabling models to learn from minimal data, yet tr...