Efficient few-shot object detection via knowledge inheritance

• Main Authors: Yang, Ze, Zhang, Chi, Li, Ruibo, Xu, Yi, Lin, Guosheng
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Transfer Learning; Meta Learning
• Online Access: https://hdl.handle.net/10356/169113
• Institution: Nanyang Technological University

Few-shot object detection (FSOD), which aims at learning a generic detector that can adapt to unseen tasks with scarce training samples, has witnessed consistent improvement recently. However, most existing methods ignore the efficiency issues, e.g., high computational complexity and slow adaptation...